material/deep_learning/tf_pose_estimation_with_webcam.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "tf-pose-estimation_with_webcam.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SQnEG_lDQUgr"
      },
      "source": [
        "# 웹캠, Colab, OpenPose 연동\n",
        "\n",
        "웹캠으로 받은 영상을 Colabd과 연동하여 Colab에서 실행되는 OpenPose로 포즈를 추출하고 이를 노트북 화면으로 보여준다.\n",
        "\n",
        "OpenPose 코드는 https://github.com/dhrim/tf-pose-estimation를 사용하였고\n",
        "\n",
        "webcam과 Colab 연동은 colab 가이드의 문서 https://colab.research.google.com/drive/1tbAeRge6KKgCYdC6ihDrsl80aRYoVOMa#scrollTo=QBFFBpx0TV5X&forceEdit=true&offline=true&sandboxMode=true를 참조하였다.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FhBLaY7QFzMf"
      },
      "source": [
        "# OpenPose 설치\n",
        "\n",
        "ildoonet님의 tf-pose-estimation을 다운로드 받고, 필요한 라이브러리를 설치한다."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mkuzEDRuwoiN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 862
        },
        "outputId": "82b36c4b-a54a-49b4-c025-1e75c6cf0224"
      },
      "source": [
        "%cd /content\n",
        "\n",
        "import os\n",
        "from os.path import exists, join, basename, splitext\n",
        "\n",
        "if not exists('tf-pose-estimation'):\n",
        "  !git clone https://github.com/dhrim/tf-pose-estimation\n",
        "\n",
        "%cd tf-pose-estimation\n",
        "#!pip install -r requirements.txt\n",
        "#!python setup.py install \n",
        "!pip install -e ."
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content\n",
            "/content/tf-pose-estimation\n",
            "Obtaining file:///content/tf-pose-estimation\n",
            "Collecting argparse>=1.1\n",
            "  Using cached argparse-1.4.0-py2.py3-none-any.whl (23 kB)\n",
            "Requirement already satisfied: dill==0.2.7.1 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (0.2.7.1)\n",
            "Requirement already satisfied: fire>=0.1.3 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (0.4.0)\n",
            "Requirement already satisfied: matplotlib>=2.2.2 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (3.2.2)\n",
            "Requirement already satisfied: psutil>=5.4.5 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (5.4.8)\n",
            "Requirement already satisfied: requests>=2.18.4 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (2.23.0)\n",
            "Requirement already satisfied: scikit-image>=0.13.1 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (0.16.2)\n",
            "Requirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (1.4.1)\n",
            "Requirement already satisfied: slidingwindow>=0.0.13 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (0.0.14)\n",
            "Requirement already satisfied: tqdm>=4.23.4 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (4.41.1)\n",
            "Requirement already satisfied: tensorpack>=0.8.5 in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (0.11)\n",
            "Requirement already satisfied: pycocotools in /usr/local/lib/python3.7/dist-packages (from tf-pose==0.1.1) (2.0.2)\n",
            "Requirement already satisfied: termcolor in /usr/local/lib/python3.7/dist-packages (from fire>=0.1.3->tf-pose==0.1.1) (1.1.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from fire>=0.1.3->tf-pose==0.1.1) (1.15.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2.2->tf-pose==0.1.1) (0.10.0)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2.2->tf-pose==0.1.1) (2.8.1)\n",
            "Requirement already satisfied: numpy>=1.11 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2.2->tf-pose==0.1.1) (1.19.5)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2.2->tf-pose==0.1.1) (2.4.7)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib>=2.2.2->tf-pose==0.1.1) (1.3.1)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.18.4->tf-pose==0.1.1) (2021.5.30)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.18.4->tf-pose==0.1.1) (1.24.3)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.18.4->tf-pose==0.1.1) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.18.4->tf-pose==0.1.1) (2.10)\n",
            "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.13.1->tf-pose==0.1.1) (2.5.1)\n",
            "Requirement already satisfied: PyWavelets>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.13.1->tf-pose==0.1.1) (1.1.1)\n",
            "Requirement already satisfied: pillow>=4.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.13.1->tf-pose==0.1.1) (7.1.2)\n",
            "Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.13.1->tf-pose==0.1.1) (2.4.1)\n",
            "Requirement already satisfied: decorator<5,>=4.3 in /usr/local/lib/python3.7/dist-packages (from networkx>=2.0->scikit-image>=0.13.1->tf-pose==0.1.1) (4.4.2)\n",
            "Requirement already satisfied: msgpack>=0.5.2 in /usr/local/lib/python3.7/dist-packages (from tensorpack>=0.8.5->tf-pose==0.1.1) (1.0.2)\n",
            "Requirement already satisfied: tabulate>=0.7.7 in /usr/local/lib/python3.7/dist-packages (from tensorpack>=0.8.5->tf-pose==0.1.1) (0.8.9)\n",
            "Requirement already satisfied: msgpack-numpy>=0.4.4.2 in /usr/local/lib/python3.7/dist-packages (from tensorpack>=0.8.5->tf-pose==0.1.1) (0.4.7.1)\n",
            "Requirement already satisfied: pyzmq>=16 in /usr/local/lib/python3.7/dist-packages (from tensorpack>=0.8.5->tf-pose==0.1.1) (22.1.0)\n",
            "Requirement already satisfied: setuptools>=18.0 in /usr/local/lib/python3.7/dist-packages (from pycocotools->tf-pose==0.1.1) (57.2.0)\n",
            "Requirement already satisfied: cython>=0.27.3 in /usr/local/lib/python3.7/dist-packages (from pycocotools->tf-pose==0.1.1) (0.29.23)\n",
            "Installing collected packages: argparse, tf-pose\n",
            "  Attempting uninstall: tf-pose\n",
            "    Found existing installation: tf-pose 0.1.1\n",
            "    Can't uninstall 'tf-pose'. No files were found to uninstall.\n",
            "  Running setup.py develop for tf-pose\n",
            "Successfully installed argparse-1.4.0 tf-pose-0.1.1\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "argparse"
                ]
              }
            }
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tdDZ7DU79LXf"
      },
      "source": [
        "# 필요 라이브러리 설치"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4yzbr03a3Tzs",
        "outputId": "640b24ca-7c6b-4b2b-fea8-a83d7ffb29a9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "!pip install tf_slim"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: tf_slim in /usr/local/lib/python3.7/dist-packages (1.1.0)\n",
            "Requirement already satisfied: absl-py>=0.2.2 in /usr/local/lib/python3.7/dist-packages (from tf_slim) (0.12.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from absl-py>=0.2.2->tf_slim) (1.15.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gpiHHoRcQECE"
      },
      "source": [
        "# OpenPose 패키지 방식의 사용법\n",
        "\n",
        "아래 방식으로 사용할 수 있는데,\n",
        "반환된 결과가  COCO 스타일이다."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2YSPKry-3dqL"
      },
      "source": [
        "import tensorflow as tf\n",
        "\n",
        "tf.compat.v1.disable_eager_execution()"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RtGZeIYS5Trk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "525eef9d-7157-45ab-eb13-7d92d44b0c81"
      },
      "source": [
        "import sys\n",
        "sys.path.insert(0, \"/content/tf-pose-estimation/tf_pose\")\n",
        "from tf_pose import common\n",
        "\n",
        "\n",
        "image_path = './images/p1.jpg'\n",
        "import tf_pose\n",
        "humans = tf_pose.infer(image_path)\n",
        "print(humans)\n"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[2021-08-08 13:42:26,725] [TfPoseEstimator] [INFO] loading graph from /content/tf-pose-estimation/models/graph/cmu/graph_opt.pb(default size=432x368)\n",
            "2021-08-08 13:42:26,725 INFO loading graph from /content/tf-pose-estimation/models/graph/cmu/graph_opt.pb(default size=432x368)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "TfPoseEstimator/Openpose/concat_stage7/axis\n",
            "TfPoseEstimator/Mconv7_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage6_L1/weights\n",
            "TfPoseEstimator/concat_stage6/axis\n",
            "TfPoseEstimator/Mconv7_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage5_L1/weights\n",
            "TfPoseEstimator/concat_stage5/axis\n",
            "TfPoseEstimator/Mconv7_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage4_L1/weights\n",
            "TfPoseEstimator/concat_stage4/axis\n",
            "TfPoseEstimator/Mconv7_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage3_L1/weights\n",
            "TfPoseEstimator/concat_stage3/axis\n",
            "TfPoseEstimator/Mconv7_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage2_L1/weights\n",
            "TfPoseEstimator/concat_stage2/axis\n",
            "TfPoseEstimator/conv5_5_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_5_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_4_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_4_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_3_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_3_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_2_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_2_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_1_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_1_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_5_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_5_CPM_L1/weights\n",
            "TfPoseEstimator/conv5_4_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_4_CPM_L1/weights\n",
            "TfPoseEstimator/conv5_3_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_3_CPM_L1/weights\n",
            "TfPoseEstimator/conv5_2_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_2_CPM_L1/weights\n",
            "TfPoseEstimator/conv5_1_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_1_CPM_L1/weights\n",
            "TfPoseEstimator/conv4_4_CPM/biases\n",
            "TfPoseEstimator/conv4_4_CPM/weights\n",
            "TfPoseEstimator/conv4_3_CPM/biases\n",
            "TfPoseEstimator/conv4_3_CPM/weights\n",
            "TfPoseEstimator/conv4_2/biases\n",
            "TfPoseEstimator/conv4_2/weights\n",
            "TfPoseEstimator/conv4_1/biases\n",
            "TfPoseEstimator/conv4_1/weights\n",
            "TfPoseEstimator/conv3_4/biases\n",
            "TfPoseEstimator/conv3_4/weights\n",
            "TfPoseEstimator/conv3_3/biases\n",
            "TfPoseEstimator/conv3_3/weights\n",
            "TfPoseEstimator/conv3_2/biases\n",
            "TfPoseEstimator/conv3_2/weights\n",
            "TfPoseEstimator/conv3_1/biases\n",
            "TfPoseEstimator/conv3_1/weights\n",
            "TfPoseEstimator/conv2_2/biases\n",
            "TfPoseEstimator/conv2_2/weights\n",
            "TfPoseEstimator/conv2_1/biases\n",
            "TfPoseEstimator/conv2_1/weights\n",
            "TfPoseEstimator/conv1_2/biases\n",
            "TfPoseEstimator/conv1_2/weights\n",
            "TfPoseEstimator/conv1_1/biases\n",
            "TfPoseEstimator/conv1_1/weights\n",
            "TfPoseEstimator/preprocess_subtract/y\n",
            "TfPoseEstimator/preprocess_divide/y\n",
            "TfPoseEstimator/image\n",
            "TfPoseEstimator/preprocess_divide\n",
            "TfPoseEstimator/preprocess_subtract\n",
            "TfPoseEstimator/conv1_1/Conv2D\n",
            "TfPoseEstimator/conv1_1/BiasAdd\n",
            "TfPoseEstimator/conv1_1/conv1_1\n",
            "TfPoseEstimator/conv1_2/Conv2D\n",
            "TfPoseEstimator/conv1_2/BiasAdd\n",
            "TfPoseEstimator/conv1_2/conv1_2\n",
            "TfPoseEstimator/pool1_stage1\n",
            "TfPoseEstimator/conv2_1/Conv2D\n",
            "TfPoseEstimator/conv2_1/BiasAdd\n",
            "TfPoseEstimator/conv2_1/conv2_1\n",
            "TfPoseEstimator/conv2_2/Conv2D\n",
            "TfPoseEstimator/conv2_2/BiasAdd\n",
            "TfPoseEstimator/conv2_2/conv2_2\n",
            "TfPoseEstimator/pool2_stage1\n",
            "TfPoseEstimator/conv3_1/Conv2D\n",
            "TfPoseEstimator/conv3_1/BiasAdd\n",
            "TfPoseEstimator/conv3_1/conv3_1\n",
            "TfPoseEstimator/conv3_2/Conv2D\n",
            "TfPoseEstimator/conv3_2/BiasAdd\n",
            "TfPoseEstimator/conv3_2/conv3_2\n",
            "TfPoseEstimator/conv3_3/Conv2D\n",
            "TfPoseEstimator/conv3_3/BiasAdd\n",
            "TfPoseEstimator/conv3_3/conv3_3\n",
            "TfPoseEstimator/conv3_4/Conv2D\n",
            "TfPoseEstimator/conv3_4/BiasAdd\n",
            "TfPoseEstimator/conv3_4/conv3_4\n",
            "TfPoseEstimator/pool3_stage1\n",
            "TfPoseEstimator/conv4_1/Conv2D\n",
            "TfPoseEstimator/conv4_1/BiasAdd\n",
            "TfPoseEstimator/conv4_1/conv4_1\n",
            "TfPoseEstimator/conv4_2/Conv2D\n",
            "TfPoseEstimator/conv4_2/BiasAdd\n",
            "TfPoseEstimator/conv4_2/conv4_2\n",
            "TfPoseEstimator/conv4_3_CPM/Conv2D\n",
            "TfPoseEstimator/conv4_3_CPM/BiasAdd\n",
            "TfPoseEstimator/conv4_3_CPM/conv4_3_CPM\n",
            "TfPoseEstimator/conv4_4_CPM/Conv2D\n",
            "TfPoseEstimator/conv4_4_CPM/BiasAdd\n",
            "TfPoseEstimator/conv4_4_CPM/conv4_4_CPM\n",
            "TfPoseEstimator/conv5_1_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_1_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_1_CPM_L2/conv5_1_CPM_L2\n",
            "TfPoseEstimator/conv5_2_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_2_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_2_CPM_L2/conv5_2_CPM_L2\n",
            "TfPoseEstimator/conv5_3_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_3_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_3_CPM_L2/conv5_3_CPM_L2\n",
            "TfPoseEstimator/conv5_4_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_4_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_4_CPM_L2/conv5_4_CPM_L2\n",
            "TfPoseEstimator/conv5_5_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_5_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_1_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_1_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/conv5_1_CPM_L1/conv5_1_CPM_L1\n",
            "TfPoseEstimator/conv5_2_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_2_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/conv5_2_CPM_L1/conv5_2_CPM_L1\n",
            "TfPoseEstimator/conv5_3_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_3_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/conv5_3_CPM_L1/conv5_3_CPM_L1\n",
            "TfPoseEstimator/conv5_4_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_4_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/conv5_4_CPM_L1/conv5_4_CPM_L1\n",
            "TfPoseEstimator/conv5_5_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_5_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage2\n",
            "TfPoseEstimator/Mconv1_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage2_L2/Mconv1_stage2_L2\n",
            "TfPoseEstimator/Mconv2_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage2_L2/Mconv2_stage2_L2\n",
            "TfPoseEstimator/Mconv3_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage2_L2/Mconv3_stage2_L2\n",
            "TfPoseEstimator/Mconv4_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage2_L2/Mconv4_stage2_L2\n",
            "TfPoseEstimator/Mconv5_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage2_L2/Mconv5_stage2_L2\n",
            "TfPoseEstimator/Mconv6_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage2_L2/Mconv6_stage2_L2\n",
            "TfPoseEstimator/Mconv7_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage2_L1/Mconv1_stage2_L1\n",
            "TfPoseEstimator/Mconv2_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage2_L1/Mconv2_stage2_L1\n",
            "TfPoseEstimator/Mconv3_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage2_L1/Mconv3_stage2_L1\n",
            "TfPoseEstimator/Mconv4_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage2_L1/Mconv4_stage2_L1\n",
            "TfPoseEstimator/Mconv5_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage2_L1/Mconv5_stage2_L1\n",
            "TfPoseEstimator/Mconv6_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage2_L1/Mconv6_stage2_L1\n",
            "TfPoseEstimator/Mconv7_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage3\n",
            "TfPoseEstimator/Mconv1_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage3_L2/Mconv1_stage3_L2\n",
            "TfPoseEstimator/Mconv2_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage3_L2/Mconv2_stage3_L2\n",
            "TfPoseEstimator/Mconv3_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage3_L2/Mconv3_stage3_L2\n",
            "TfPoseEstimator/Mconv4_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage3_L2/Mconv4_stage3_L2\n",
            "TfPoseEstimator/Mconv5_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage3_L2/Mconv5_stage3_L2\n",
            "TfPoseEstimator/Mconv6_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage3_L2/Mconv6_stage3_L2\n",
            "TfPoseEstimator/Mconv7_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage3_L1/Mconv1_stage3_L1\n",
            "TfPoseEstimator/Mconv2_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage3_L1/Mconv2_stage3_L1\n",
            "TfPoseEstimator/Mconv3_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage3_L1/Mconv3_stage3_L1\n",
            "TfPoseEstimator/Mconv4_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage3_L1/Mconv4_stage3_L1\n",
            "TfPoseEstimator/Mconv5_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage3_L1/Mconv5_stage3_L1\n",
            "TfPoseEstimator/Mconv6_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage3_L1/Mconv6_stage3_L1\n",
            "TfPoseEstimator/Mconv7_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage4\n",
            "TfPoseEstimator/Mconv1_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage4_L2/Mconv1_stage4_L2\n",
            "TfPoseEstimator/Mconv2_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage4_L2/Mconv2_stage4_L2\n",
            "TfPoseEstimator/Mconv3_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage4_L2/Mconv3_stage4_L2\n",
            "TfPoseEstimator/Mconv4_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage4_L2/Mconv4_stage4_L2\n",
            "TfPoseEstimator/Mconv5_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage4_L2/Mconv5_stage4_L2\n",
            "TfPoseEstimator/Mconv6_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage4_L2/Mconv6_stage4_L2\n",
            "TfPoseEstimator/Mconv7_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage4_L1/Mconv1_stage4_L1\n",
            "TfPoseEstimator/Mconv2_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage4_L1/Mconv2_stage4_L1\n",
            "TfPoseEstimator/Mconv3_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage4_L1/Mconv3_stage4_L1\n",
            "TfPoseEstimator/Mconv4_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage4_L1/Mconv4_stage4_L1\n",
            "TfPoseEstimator/Mconv5_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage4_L1/Mconv5_stage4_L1\n",
            "TfPoseEstimator/Mconv6_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage4_L1/Mconv6_stage4_L1\n",
            "TfPoseEstimator/Mconv7_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage5\n",
            "TfPoseEstimator/Mconv1_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage5_L2/Mconv1_stage5_L2\n",
            "TfPoseEstimator/Mconv2_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage5_L2/Mconv2_stage5_L2\n",
            "TfPoseEstimator/Mconv3_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage5_L2/Mconv3_stage5_L2\n",
            "TfPoseEstimator/Mconv4_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage5_L2/Mconv4_stage5_L2\n",
            "TfPoseEstimator/Mconv5_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage5_L2/Mconv5_stage5_L2\n",
            "TfPoseEstimator/Mconv6_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage5_L2/Mconv6_stage5_L2\n",
            "TfPoseEstimator/Mconv7_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage5_L1/Mconv1_stage5_L1\n",
            "TfPoseEstimator/Mconv2_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage5_L1/Mconv2_stage5_L1\n",
            "TfPoseEstimator/Mconv3_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage5_L1/Mconv3_stage5_L1\n",
            "TfPoseEstimator/Mconv4_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage5_L1/Mconv4_stage5_L1\n",
            "TfPoseEstimator/Mconv5_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage5_L1/Mconv5_stage5_L1\n",
            "TfPoseEstimator/Mconv6_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage5_L1/Mconv6_stage5_L1\n",
            "TfPoseEstimator/Mconv7_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage6\n",
            "TfPoseEstimator/Mconv1_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage6_L2/Mconv1_stage6_L2\n",
            "TfPoseEstimator/Mconv2_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage6_L2/Mconv2_stage6_L2\n",
            "TfPoseEstimator/Mconv3_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage6_L2/Mconv3_stage6_L2\n",
            "TfPoseEstimator/Mconv4_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage6_L2/Mconv4_stage6_L2\n",
            "TfPoseEstimator/Mconv5_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage6_L2/Mconv5_stage6_L2\n",
            "TfPoseEstimator/Mconv6_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage6_L2/Mconv6_stage6_L2\n",
            "TfPoseEstimator/Mconv7_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage6_L1/Mconv1_stage6_L1\n",
            "TfPoseEstimator/Mconv2_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage6_L1/Mconv2_stage6_L1\n",
            "TfPoseEstimator/Mconv3_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage6_L1/Mconv3_stage6_L1\n",
            "TfPoseEstimator/Mconv4_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage6_L1/Mconv4_stage6_L1\n",
            "TfPoseEstimator/Mconv5_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage6_L1/Mconv5_stage6_L1\n",
            "TfPoseEstimator/Mconv6_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage6_L1/Mconv6_stage6_L1\n",
            "TfPoseEstimator/Mconv7_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Openpose/concat_stage7\n",
            "[([106, 34, 2, 111, 30, 2, 102, 32, 2, 117, 28, 2, 96, 30, 2, 127, 46, 2, 88, 48, 2, 141, 76, 2, 74, 64, 2, 141, 102, 2, 56, 70, 2, 131, 102, 2, 106, 104, 2, 143, 142, 2, 98, 140, 2, 151, 176, 2, 111, 190, 2], 1.5992289781570435)]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JpAi1pF8HN5_"
      },
      "source": [
        "# OpenPose 호출 함수 선언\n",
        "\n",
        "웹캠으로 전달받은 이미지를 OpenPose로 처리하기 위한 함수를 선언한다."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dH0vhh1z3v4r",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fbd775bb-67ca-49fd-d770-b536a160ab6e"
      },
      "source": [
        "import sys\n",
        "sys.path.insert(0, \"/content/tf-pose-estimation/tf_pose\")\n",
        "\n",
        "import tensorflow as tf\n",
        "tf.compat.v1.disable_eager_execution()\n",
        "\n",
        "from tf_pose import common\n",
        "from tf_pose.estimator import TfPoseEstimator\n",
        "from tf_pose.networks import get_graph_path\n",
        "\n",
        "w = 400\n",
        "h = 300\n",
        "\n",
        "e = TfPoseEstimator(get_graph_path('mobilenet_v2_large'), target_size=(w, h))\n",
        "\n",
        "\n",
        "\n",
        "def extract_pose(image):\n",
        "  humans = e.inference(image, resize_to_default=(w>0 and h>0), upsample_size=4.0)\n",
        "  return humans\n",
        "  \n",
        "def get_pose_extracted_image(image):\n",
        "  humans = extract_pose(image)\n",
        "  pose_extracted_image = TfPoseEstimator.draw_humans(image, humans, imgcopy=False)\n",
        "  %matplotlib inline \n",
        "  from matplotlib.pyplot import imshow\n",
        "  imshow(pose_extracted_image)\n",
        "\n",
        "  return pose_extracted_image\n",
        "  "
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[2021-08-08 13:42:33,138] [TfPoseEstimator] [INFO] loading graph from /content/tf-pose-estimation/models/graph/mobilenet_v2_large/graph_opt.pb(default size=400x300)\n",
            "2021-08-08 13:42:33,138 INFO loading graph from /content/tf-pose-estimation/models/graph/mobilenet_v2_large/graph_opt.pb(default size=400x300)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "TfPoseEstimator/Openpose/concat_stage7/axis\n",
            "TfPoseEstimator/Mconv7_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage6_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage6_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage6_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage6_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage6_L1/weights\n",
            "TfPoseEstimator/concat_stage6/axis\n",
            "TfPoseEstimator/Mconv7_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage5_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage5_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage5_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage5_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage5_L1/weights\n",
            "TfPoseEstimator/concat_stage5/axis\n",
            "TfPoseEstimator/Mconv7_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage4_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage4_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage4_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage4_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage4_L1/weights\n",
            "TfPoseEstimator/concat_stage4/axis\n",
            "TfPoseEstimator/Mconv7_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage3_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage3_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage3_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage3_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage3_L1/weights\n",
            "TfPoseEstimator/concat_stage3/axis\n",
            "TfPoseEstimator/Mconv7_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv7_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv6_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv6_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv5_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv5_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv4_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv4_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv3_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv3_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv2_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv2_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv1_stage2_L2/biases\n",
            "TfPoseEstimator/Mconv1_stage2_L2/weights\n",
            "TfPoseEstimator/Mconv7_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv7_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv6_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv6_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv5_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv5_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv4_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv4_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv3_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv3_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv2_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv2_stage2_L1/weights\n",
            "TfPoseEstimator/Mconv1_stage2_L1/biases\n",
            "TfPoseEstimator/Mconv1_stage2_L1/weights\n",
            "TfPoseEstimator/concat_stage2/axis\n",
            "TfPoseEstimator/conv5_5_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_5_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_4_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_4_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_3_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_3_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_2_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_2_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_1_CPM_L2/biases\n",
            "TfPoseEstimator/conv5_1_CPM_L2/weights\n",
            "TfPoseEstimator/conv5_5_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_5_CPM_L1/weights\n",
            "TfPoseEstimator/conv5_4_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_4_CPM_L1/weights\n",
            "TfPoseEstimator/conv5_3_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_3_CPM_L1/weights\n",
            "TfPoseEstimator/conv5_2_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_2_CPM_L1/weights\n",
            "TfPoseEstimator/conv5_1_CPM_L1/biases\n",
            "TfPoseEstimator/conv5_1_CPM_L1/weights\n",
            "TfPoseEstimator/conv4_4_CPM/biases\n",
            "TfPoseEstimator/conv4_4_CPM/weights\n",
            "TfPoseEstimator/conv4_3_CPM/biases\n",
            "TfPoseEstimator/conv4_3_CPM/weights\n",
            "TfPoseEstimator/conv4_2/biases\n",
            "TfPoseEstimator/conv4_2/weights\n",
            "TfPoseEstimator/conv4_1/biases\n",
            "TfPoseEstimator/conv4_1/weights\n",
            "TfPoseEstimator/conv3_4/biases\n",
            "TfPoseEstimator/conv3_4/weights\n",
            "TfPoseEstimator/conv3_3/biases\n",
            "TfPoseEstimator/conv3_3/weights\n",
            "TfPoseEstimator/conv3_2/biases\n",
            "TfPoseEstimator/conv3_2/weights\n",
            "TfPoseEstimator/conv3_1/biases\n",
            "TfPoseEstimator/conv3_1/weights\n",
            "TfPoseEstimator/conv2_2/biases\n",
            "TfPoseEstimator/conv2_2/weights\n",
            "TfPoseEstimator/conv2_1/biases\n",
            "TfPoseEstimator/conv2_1/weights\n",
            "TfPoseEstimator/conv1_2/biases\n",
            "TfPoseEstimator/conv1_2/weights\n",
            "TfPoseEstimator/conv1_1/biases\n",
            "TfPoseEstimator/conv1_1/weights\n",
            "TfPoseEstimator/preprocess_subtract/y\n",
            "TfPoseEstimator/preprocess_divide/y\n",
            "TfPoseEstimator/image\n",
            "TfPoseEstimator/preprocess_divide\n",
            "TfPoseEstimator/preprocess_subtract\n",
            "TfPoseEstimator/conv1_1/Conv2D\n",
            "TfPoseEstimator/conv1_1/BiasAdd\n",
            "TfPoseEstimator/conv1_1/conv1_1\n",
            "TfPoseEstimator/conv1_2/Conv2D\n",
            "TfPoseEstimator/conv1_2/BiasAdd\n",
            "TfPoseEstimator/conv1_2/conv1_2\n",
            "TfPoseEstimator/pool1_stage1\n",
            "TfPoseEstimator/conv2_1/Conv2D\n",
            "TfPoseEstimator/conv2_1/BiasAdd\n",
            "TfPoseEstimator/conv2_1/conv2_1\n",
            "TfPoseEstimator/conv2_2/Conv2D\n",
            "TfPoseEstimator/conv2_2/BiasAdd\n",
            "TfPoseEstimator/conv2_2/conv2_2\n",
            "TfPoseEstimator/pool2_stage1\n",
            "TfPoseEstimator/conv3_1/Conv2D\n",
            "TfPoseEstimator/conv3_1/BiasAdd\n",
            "TfPoseEstimator/conv3_1/conv3_1\n",
            "TfPoseEstimator/conv3_2/Conv2D\n",
            "TfPoseEstimator/conv3_2/BiasAdd\n",
            "TfPoseEstimator/conv3_2/conv3_2\n",
            "TfPoseEstimator/conv3_3/Conv2D\n",
            "TfPoseEstimator/conv3_3/BiasAdd\n",
            "TfPoseEstimator/conv3_3/conv3_3\n",
            "TfPoseEstimator/conv3_4/Conv2D\n",
            "TfPoseEstimator/conv3_4/BiasAdd\n",
            "TfPoseEstimator/conv3_4/conv3_4\n",
            "TfPoseEstimator/pool3_stage1\n",
            "TfPoseEstimator/conv4_1/Conv2D\n",
            "TfPoseEstimator/conv4_1/BiasAdd\n",
            "TfPoseEstimator/conv4_1/conv4_1\n",
            "TfPoseEstimator/conv4_2/Conv2D\n",
            "TfPoseEstimator/conv4_2/BiasAdd\n",
            "TfPoseEstimator/conv4_2/conv4_2\n",
            "TfPoseEstimator/conv4_3_CPM/Conv2D\n",
            "TfPoseEstimator/conv4_3_CPM/BiasAdd\n",
            "TfPoseEstimator/conv4_3_CPM/conv4_3_CPM\n",
            "TfPoseEstimator/conv4_4_CPM/Conv2D\n",
            "TfPoseEstimator/conv4_4_CPM/BiasAdd\n",
            "TfPoseEstimator/conv4_4_CPM/conv4_4_CPM\n",
            "TfPoseEstimator/conv5_1_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_1_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_1_CPM_L2/conv5_1_CPM_L2\n",
            "TfPoseEstimator/conv5_2_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_2_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_2_CPM_L2/conv5_2_CPM_L2\n",
            "TfPoseEstimator/conv5_3_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_3_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_3_CPM_L2/conv5_3_CPM_L2\n",
            "TfPoseEstimator/conv5_4_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_4_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_4_CPM_L2/conv5_4_CPM_L2\n",
            "TfPoseEstimator/conv5_5_CPM_L2/Conv2D\n",
            "TfPoseEstimator/conv5_5_CPM_L2/BiasAdd\n",
            "TfPoseEstimator/conv5_1_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_1_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/conv5_1_CPM_L1/conv5_1_CPM_L1\n",
            "TfPoseEstimator/conv5_2_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_2_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/conv5_2_CPM_L1/conv5_2_CPM_L1\n",
            "TfPoseEstimator/conv5_3_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_3_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/conv5_3_CPM_L1/conv5_3_CPM_L1\n",
            "TfPoseEstimator/conv5_4_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_4_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/conv5_4_CPM_L1/conv5_4_CPM_L1\n",
            "TfPoseEstimator/conv5_5_CPM_L1/Conv2D\n",
            "TfPoseEstimator/conv5_5_CPM_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage2\n",
            "TfPoseEstimator/Mconv1_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage2_L2/Mconv1_stage2_L2\n",
            "TfPoseEstimator/Mconv2_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage2_L2/Mconv2_stage2_L2\n",
            "TfPoseEstimator/Mconv3_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage2_L2/Mconv3_stage2_L2\n",
            "TfPoseEstimator/Mconv4_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage2_L2/Mconv4_stage2_L2\n",
            "TfPoseEstimator/Mconv5_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage2_L2/Mconv5_stage2_L2\n",
            "TfPoseEstimator/Mconv6_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage2_L2/Mconv6_stage2_L2\n",
            "TfPoseEstimator/Mconv7_stage2_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage2_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage2_L1/Mconv1_stage2_L1\n",
            "TfPoseEstimator/Mconv2_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage2_L1/Mconv2_stage2_L1\n",
            "TfPoseEstimator/Mconv3_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage2_L1/Mconv3_stage2_L1\n",
            "TfPoseEstimator/Mconv4_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage2_L1/Mconv4_stage2_L1\n",
            "TfPoseEstimator/Mconv5_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage2_L1/Mconv5_stage2_L1\n",
            "TfPoseEstimator/Mconv6_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage2_L1/Mconv6_stage2_L1\n",
            "TfPoseEstimator/Mconv7_stage2_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage2_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage3\n",
            "TfPoseEstimator/Mconv1_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage3_L2/Mconv1_stage3_L2\n",
            "TfPoseEstimator/Mconv2_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage3_L2/Mconv2_stage3_L2\n",
            "TfPoseEstimator/Mconv3_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage3_L2/Mconv3_stage3_L2\n",
            "TfPoseEstimator/Mconv4_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage3_L2/Mconv4_stage3_L2\n",
            "TfPoseEstimator/Mconv5_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage3_L2/Mconv5_stage3_L2\n",
            "TfPoseEstimator/Mconv6_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage3_L2/Mconv6_stage3_L2\n",
            "TfPoseEstimator/Mconv7_stage3_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage3_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage3_L1/Mconv1_stage3_L1\n",
            "TfPoseEstimator/Mconv2_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage3_L1/Mconv2_stage3_L1\n",
            "TfPoseEstimator/Mconv3_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage3_L1/Mconv3_stage3_L1\n",
            "TfPoseEstimator/Mconv4_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage3_L1/Mconv4_stage3_L1\n",
            "TfPoseEstimator/Mconv5_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage3_L1/Mconv5_stage3_L1\n",
            "TfPoseEstimator/Mconv6_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage3_L1/Mconv6_stage3_L1\n",
            "TfPoseEstimator/Mconv7_stage3_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage3_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage4\n",
            "TfPoseEstimator/Mconv1_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage4_L2/Mconv1_stage4_L2\n",
            "TfPoseEstimator/Mconv2_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage4_L2/Mconv2_stage4_L2\n",
            "TfPoseEstimator/Mconv3_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage4_L2/Mconv3_stage4_L2\n",
            "TfPoseEstimator/Mconv4_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage4_L2/Mconv4_stage4_L2\n",
            "TfPoseEstimator/Mconv5_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage4_L2/Mconv5_stage4_L2\n",
            "TfPoseEstimator/Mconv6_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage4_L2/Mconv6_stage4_L2\n",
            "TfPoseEstimator/Mconv7_stage4_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage4_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage4_L1/Mconv1_stage4_L1\n",
            "TfPoseEstimator/Mconv2_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage4_L1/Mconv2_stage4_L1\n",
            "TfPoseEstimator/Mconv3_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage4_L1/Mconv3_stage4_L1\n",
            "TfPoseEstimator/Mconv4_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage4_L1/Mconv4_stage4_L1\n",
            "TfPoseEstimator/Mconv5_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage4_L1/Mconv5_stage4_L1\n",
            "TfPoseEstimator/Mconv6_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage4_L1/Mconv6_stage4_L1\n",
            "TfPoseEstimator/Mconv7_stage4_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage4_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage5\n",
            "TfPoseEstimator/Mconv1_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage5_L2/Mconv1_stage5_L2\n",
            "TfPoseEstimator/Mconv2_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage5_L2/Mconv2_stage5_L2\n",
            "TfPoseEstimator/Mconv3_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage5_L2/Mconv3_stage5_L2\n",
            "TfPoseEstimator/Mconv4_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage5_L2/Mconv4_stage5_L2\n",
            "TfPoseEstimator/Mconv5_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage5_L2/Mconv5_stage5_L2\n",
            "TfPoseEstimator/Mconv6_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage5_L2/Mconv6_stage5_L2\n",
            "TfPoseEstimator/Mconv7_stage5_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage5_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage5_L1/Mconv1_stage5_L1\n",
            "TfPoseEstimator/Mconv2_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage5_L1/Mconv2_stage5_L1\n",
            "TfPoseEstimator/Mconv3_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage5_L1/Mconv3_stage5_L1\n",
            "TfPoseEstimator/Mconv4_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage5_L1/Mconv4_stage5_L1\n",
            "TfPoseEstimator/Mconv5_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage5_L1/Mconv5_stage5_L1\n",
            "TfPoseEstimator/Mconv6_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage5_L1/Mconv6_stage5_L1\n",
            "TfPoseEstimator/Mconv7_stage5_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage5_L1/BiasAdd\n",
            "TfPoseEstimator/concat_stage6\n",
            "TfPoseEstimator/Mconv1_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage6_L2/Mconv1_stage6_L2\n",
            "TfPoseEstimator/Mconv2_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage6_L2/Mconv2_stage6_L2\n",
            "TfPoseEstimator/Mconv3_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage6_L2/Mconv3_stage6_L2\n",
            "TfPoseEstimator/Mconv4_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage6_L2/Mconv4_stage6_L2\n",
            "TfPoseEstimator/Mconv5_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage6_L2/Mconv5_stage6_L2\n",
            "TfPoseEstimator/Mconv6_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage6_L2/Mconv6_stage6_L2\n",
            "TfPoseEstimator/Mconv7_stage6_L2/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage6_L2/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv1_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv1_stage6_L1/Mconv1_stage6_L1\n",
            "TfPoseEstimator/Mconv2_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv2_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv2_stage6_L1/Mconv2_stage6_L1\n",
            "TfPoseEstimator/Mconv3_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv3_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv3_stage6_L1/Mconv3_stage6_L1\n",
            "TfPoseEstimator/Mconv4_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv4_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv4_stage6_L1/Mconv4_stage6_L1\n",
            "TfPoseEstimator/Mconv5_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv5_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv5_stage6_L1/Mconv5_stage6_L1\n",
            "TfPoseEstimator/Mconv6_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv6_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Mconv6_stage6_L1/Mconv6_stage6_L1\n",
            "TfPoseEstimator/Mconv7_stage6_L1/Conv2D\n",
            "TfPoseEstimator/Mconv7_stage6_L1/BiasAdd\n",
            "TfPoseEstimator/Openpose/concat_stage7\n",
            "strided_slice/stack\n",
            "strided_slice/stack_1\n",
            "strided_slice/stack_2\n",
            "strided_slice\n",
            "strided_slice_1/stack\n",
            "strided_slice_1/stack_1\n",
            "strided_slice_1/stack_2\n",
            "strided_slice_1\n",
            "upsample_size\n",
            "strided_slice_2/stack\n",
            "strided_slice_2/stack_1\n",
            "strided_slice_2/stack_2\n",
            "strided_slice_2\n",
            "upsample_heatmat/ResizeBilinear\n",
            "strided_slice_3/stack\n",
            "strided_slice_3/stack_1\n",
            "strided_slice_3/stack_2\n",
            "strided_slice_3\n",
            "upsample_pafmat/ResizeBilinear\n",
            "smoothing/Const\n",
            "smoothing/gauss_weight\n",
            "smoothing/gauss_weight/IsInitialized/VarIsInitializedOp\n",
            "smoothing/gauss_weight/Assign\n",
            "smoothing/gauss_weight/Read/ReadVariableOp\n",
            "smoothing/depthwise/ReadVariableOp\n",
            "smoothing/depthwise/Shape\n",
            "smoothing/depthwise/dilation_rate\n",
            "smoothing/depthwise\n",
            "max_pool/dilation_rate\n",
            "max_pool\n",
            "Equal\n",
            "zeros_like\n",
            "SelectV2\n",
            "report_uninitialized_variables/VarIsInitializedOp\n",
            "report_uninitialized_variables/stack\n",
            "report_uninitialized_variables/LogicalNot\n",
            "report_uninitialized_variables/Const\n",
            "report_uninitialized_variables/boolean_mask/Shape\n",
            "report_uninitialized_variables/boolean_mask/strided_slice/stack\n",
            "report_uninitialized_variables/boolean_mask/strided_slice/stack_1\n",
            "report_uninitialized_variables/boolean_mask/strided_slice/stack_2\n",
            "report_uninitialized_variables/boolean_mask/strided_slice\n",
            "report_uninitialized_variables/boolean_mask/Prod/reduction_indices\n",
            "report_uninitialized_variables/boolean_mask/Prod\n",
            "report_uninitialized_variables/boolean_mask/Shape_1\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_1/stack\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_1/stack_1\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_1/stack_2\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_1\n",
            "report_uninitialized_variables/boolean_mask/Shape_2\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_2/stack\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_2/stack_1\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_2/stack_2\n",
            "report_uninitialized_variables/boolean_mask/strided_slice_2\n",
            "report_uninitialized_variables/boolean_mask/concat/values_1\n",
            "report_uninitialized_variables/boolean_mask/concat/axis\n",
            "report_uninitialized_variables/boolean_mask/concat\n",
            "report_uninitialized_variables/boolean_mask/Reshape\n",
            "report_uninitialized_variables/boolean_mask/Reshape_1/shape\n",
            "report_uninitialized_variables/boolean_mask/Reshape_1\n",
            "report_uninitialized_variables/boolean_mask/Where\n",
            "report_uninitialized_variables/boolean_mask/Squeeze\n",
            "report_uninitialized_variables/boolean_mask/GatherV2/axis\n",
            "report_uninitialized_variables/boolean_mask/GatherV2\n",
            "init\n",
            "TfPoseEstimator_1/image\n",
            "TfPoseEstimator_1/MobilenetV2/Conv/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/Conv/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/expand/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/expand/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/depthwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/depthwise/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/project/BatchNorm/Const\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/project/BatchNorm/Const_1\n",
            "TfPoseEstimator_1/strided_slice/stack\n",
            "TfPoseEstimator_1/strided_slice/stack_1\n",
            "TfPoseEstimator_1/strided_slice/stack_2\n",
            "TfPoseEstimator_1/feat_concat/axis\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_concat/axis\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_concat/axis\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_concat/axis\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_concat/axis\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_concat/axis\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_5_pointwise/BatchNorm/Const\n",
            "TfPoseEstimator_1/Openpose/concat_stage7/axis\n",
            "TfPoseEstimator_1/MobilenetV2/Conv/BatchNorm/beta/read/_0__cf__0\n",
            "TfPoseEstimator_1/MobilenetV2/Conv/BatchNorm/gamma/read/_1__cf__1\n",
            "TfPoseEstimator_1/MobilenetV2/Conv/weights/read/_2__cf__2\n",
            "TfPoseEstimator_1/MobilenetV2/Conv/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/Conv/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/Conv/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/depthwise/BatchNorm/beta/read/_3__cf__3\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/depthwise/BatchNorm/gamma/read/_4__cf__4\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/depthwise/depthwise_weights/read/_5__cf__5\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/project/BatchNorm/beta/read/_6__cf__6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/project/BatchNorm/gamma/read/_7__cf__7\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/project/weights/read/_8__cf__8\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/depthwise/BatchNorm/beta/read/_9__cf__9\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/depthwise/BatchNorm/gamma/read/_10__cf__10\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/depthwise/depthwise_weights/read/_11__cf__11\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/expand/BatchNorm/beta/read/_12__cf__12\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/expand/BatchNorm/gamma/read/_13__cf__13\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/expand/weights/read/_14__cf__14\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/project/BatchNorm/beta/read/_15__cf__15\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/project/BatchNorm/gamma/read/_16__cf__16\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/project/weights/read/_17__cf__17\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_1/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/depthwise/BatchNorm/beta/read/_18__cf__18\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/depthwise/BatchNorm/gamma/read/_19__cf__19\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/depthwise/depthwise_weights/read/_20__cf__20\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/expand/BatchNorm/beta/read/_21__cf__21\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/expand/BatchNorm/gamma/read/_22__cf__22\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/expand/weights/read/_23__cf__23\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/project/BatchNorm/beta/read/_24__cf__24\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/project/BatchNorm/gamma/read/_25__cf__25\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/project/weights/read/_26__cf__26\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/depthwise/BatchNorm/beta/read/_27__cf__27\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/depthwise/BatchNorm/gamma/read/_28__cf__28\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/depthwise/depthwise_weights/read/_29__cf__29\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/expand/BatchNorm/beta/read/_30__cf__30\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/expand/BatchNorm/gamma/read/_31__cf__31\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/expand/weights/read/_32__cf__32\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/project/BatchNorm/beta/read/_33__cf__33\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/project/BatchNorm/gamma/read/_34__cf__34\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/project/weights/read/_35__cf__35\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/depthwise/BatchNorm/beta/read/_36__cf__36\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/depthwise/BatchNorm/gamma/read/_37__cf__37\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/depthwise/depthwise_weights/read/_38__cf__38\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/expand/BatchNorm/beta/read/_39__cf__39\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/expand/BatchNorm/gamma/read/_40__cf__40\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/expand/weights/read/_41__cf__41\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/project/BatchNorm/beta/read/_42__cf__42\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/project/BatchNorm/gamma/read/_43__cf__43\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/project/weights/read/_44__cf__44\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/depthwise/BatchNorm/beta/read/_45__cf__45\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/depthwise/BatchNorm/gamma/read/_46__cf__46\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/depthwise/depthwise_weights/read/_47__cf__47\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/expand/BatchNorm/beta/read/_48__cf__48\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/expand/BatchNorm/gamma/read/_49__cf__49\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/expand/weights/read/_50__cf__50\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/project/BatchNorm/beta/read/_51__cf__51\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/project/BatchNorm/gamma/read/_52__cf__52\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/project/weights/read/_53__cf__53\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_2/add\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/depthwise/BatchNorm/beta/read/_54__cf__54\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/depthwise/BatchNorm/gamma/read/_55__cf__55\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/depthwise/depthwise_weights/read/_56__cf__56\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/expand/BatchNorm/beta/read/_57__cf__57\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/expand/BatchNorm/gamma/read/_58__cf__58\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/expand/weights/read/_59__cf__59\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/project/BatchNorm/beta/read/_60__cf__60\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/project/BatchNorm/gamma/read/_61__cf__61\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/project/weights/read/_62__cf__62\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_3/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/depthwise/BatchNorm/beta/read/_63__cf__63\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/depthwise/BatchNorm/gamma/read/_64__cf__64\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/depthwise/depthwise_weights/read/_65__cf__65\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/expand/BatchNorm/beta/read/_66__cf__66\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/expand/BatchNorm/gamma/read/_67__cf__67\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/expand/weights/read/_68__cf__68\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/project/BatchNorm/beta/read/_69__cf__69\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/project/BatchNorm/gamma/read/_70__cf__70\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/project/weights/read/_71__cf__71\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_4/add\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/depthwise/BatchNorm/beta/read/_72__cf__72\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/depthwise/BatchNorm/gamma/read/_73__cf__73\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/depthwise/depthwise_weights/read/_74__cf__74\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/expand/BatchNorm/beta/read/_75__cf__75\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/expand/BatchNorm/gamma/read/_76__cf__76\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/expand/weights/read/_77__cf__77\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/project/BatchNorm/beta/read/_78__cf__78\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/project/BatchNorm/gamma/read/_79__cf__79\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/project/weights/read/_80__cf__80\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_5/add\n",
            "TfPoseEstimator_1/Shape\n",
            "TfPoseEstimator_1/strided_slice\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/depthwise/BatchNorm/beta/read/_81__cf__81\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/depthwise/BatchNorm/gamma/read/_82__cf__82\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/depthwise/depthwise_weights/read/_83__cf__83\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/expand/BatchNorm/beta/read/_84__cf__84\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/expand/BatchNorm/gamma/read/_85__cf__85\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/expand/weights/read/_86__cf__86\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/project/BatchNorm/beta/read/_87__cf__87\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/project/BatchNorm/gamma/read/_88__cf__88\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/project/weights/read/_89__cf__89\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_6/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/depthwise/BatchNorm/beta/read/_90__cf__90\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/depthwise/BatchNorm/gamma/read/_91__cf__91\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/depthwise/depthwise_weights/read/_92__cf__92\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/expand/BatchNorm/beta/read/_93__cf__93\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/expand/BatchNorm/gamma/read/_94__cf__94\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/expand/weights/read/_95__cf__95\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/project/BatchNorm/beta/read/_96__cf__96\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/project/BatchNorm/gamma/read/_97__cf__97\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/project/weights/read/_98__cf__98\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_7/add\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/depthwise/BatchNorm/beta/read/_99__cf__99\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/depthwise/BatchNorm/gamma/read/_100__cf__100\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/depthwise/depthwise_weights/read/_101__cf__101\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/expand/BatchNorm/beta/read/_102__cf__102\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/expand/BatchNorm/gamma/read/_103__cf__103\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/expand/weights/read/_104__cf__104\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/project/BatchNorm/beta/read/_105__cf__105\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/project/BatchNorm/gamma/read/_106__cf__106\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/project/weights/read/_107__cf__107\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_8/add\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/depthwise/BatchNorm/beta/read/_108__cf__108\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/depthwise/BatchNorm/gamma/read/_109__cf__109\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/depthwise/depthwise_weights/read/_110__cf__110\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/expand/BatchNorm/beta/read/_111__cf__111\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/expand/BatchNorm/gamma/read/_112__cf__112\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/expand/weights/read/_113__cf__113\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/project/BatchNorm/beta/read/_114__cf__114\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/project/BatchNorm/gamma/read/_115__cf__115\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/project/weights/read/_116__cf__116\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_9/add\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_10/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_11/add\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/expand/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/expand/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/expand/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/depthwise/depthwise\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/depthwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/depthwise/Relu6\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/project/Conv2D\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/project/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/MobilenetV2/expanded_conv_12/add\n",
            "TfPoseEstimator_1/base/layer_14/output/upsample\n",
            "TfPoseEstimator_1/feat_concat\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_depthwise/depthwise_weights/read/_117__cf__117\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_pointwise/BatchNorm/beta/read/_118__cf__118\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_pointwise/BatchNorm/moving_mean/read/_119__cf__119\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_pointwise/BatchNorm/moving_variance/read/_120__cf__120\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_pointwise/weights/read/_121__cf__121\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_depthwise/depthwise_weights/read/_122__cf__122\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_pointwise/BatchNorm/beta/read/_123__cf__123\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_pointwise/BatchNorm/moving_mean/read/_124__cf__124\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_pointwise/BatchNorm/moving_variance/read/_125__cf__125\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_pointwise/weights/read/_126__cf__126\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_depthwise/depthwise_weights/read/_127__cf__127\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_pointwise/BatchNorm/beta/read/_128__cf__128\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_pointwise/BatchNorm/moving_mean/read/_129__cf__129\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_pointwise/BatchNorm/moving_variance/read/_130__cf__130\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_pointwise/weights/read/_131__cf__131\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_depthwise/depthwise_weights/read/_132__cf__132\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_pointwise/BatchNorm/beta/read/_133__cf__133\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_pointwise/BatchNorm/moving_mean/read/_134__cf__134\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_pointwise/BatchNorm/moving_variance/read/_135__cf__135\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_pointwise/weights/read/_136__cf__136\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_5_depthwise/depthwise_weights/read/_137__cf__137\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_5_pointwise/BatchNorm/beta/read/_138__cf__138\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_5_pointwise/BatchNorm/moving_mean/read/_139__cf__139\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_5_pointwise/BatchNorm/moving_variance/read/_140__cf__140\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_5_pointwise/weights/read/_141__cf__141\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L1_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_depthwise/depthwise_weights/read/_142__cf__142\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_pointwise/BatchNorm/beta/read/_143__cf__143\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_pointwise/BatchNorm/moving_mean/read/_144__cf__144\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_pointwise/BatchNorm/moving_variance/read/_145__cf__145\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_pointwise/weights/read/_146__cf__146\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_depthwise/depthwise_weights/read/_147__cf__147\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_pointwise/BatchNorm/beta/read/_148__cf__148\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_pointwise/BatchNorm/moving_mean/read/_149__cf__149\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_pointwise/BatchNorm/moving_variance/read/_150__cf__150\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_pointwise/weights/read/_151__cf__151\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_depthwise/depthwise_weights/read/_152__cf__152\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_pointwise/BatchNorm/beta/read/_153__cf__153\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_pointwise/BatchNorm/moving_mean/read/_154__cf__154\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_pointwise/BatchNorm/moving_variance/read/_155__cf__155\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_pointwise/weights/read/_156__cf__156\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_depthwise/depthwise_weights/read/_157__cf__157\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_pointwise/BatchNorm/beta/read/_158__cf__158\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_pointwise/BatchNorm/moving_mean/read/_159__cf__159\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_pointwise/BatchNorm/moving_variance/read/_160__cf__160\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_pointwise/weights/read/_161__cf__161\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_5_depthwise/depthwise_weights/read/_162__cf__162\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_5_pointwise/BatchNorm/beta/read/_163__cf__163\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_5_pointwise/BatchNorm/moving_mean/read/_164__cf__164\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_5_pointwise/BatchNorm/moving_variance/read/_165__cf__165\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_5_pointwise/weights/read/_166__cf__166\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage1_L2_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_concat\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_depthwise/depthwise_weights/read/_167__cf__167\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_pointwise/BatchNorm/beta/read/_168__cf__168\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_pointwise/BatchNorm/moving_mean/read/_169__cf__169\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_pointwise/BatchNorm/moving_variance/read/_170__cf__170\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_pointwise/weights/read/_171__cf__171\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_depthwise/depthwise_weights/read/_172__cf__172\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_pointwise/BatchNorm/beta/read/_173__cf__173\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_pointwise/BatchNorm/moving_mean/read/_174__cf__174\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_pointwise/BatchNorm/moving_variance/read/_175__cf__175\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_pointwise/weights/read/_176__cf__176\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_depthwise/depthwise_weights/read/_177__cf__177\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_pointwise/BatchNorm/beta/read/_178__cf__178\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_pointwise/BatchNorm/moving_mean/read/_179__cf__179\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_pointwise/BatchNorm/moving_variance/read/_180__cf__180\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_pointwise/weights/read/_181__cf__181\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_depthwise/depthwise_weights/read/_182__cf__182\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_pointwise/BatchNorm/beta/read/_183__cf__183\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_pointwise/BatchNorm/moving_mean/read/_184__cf__184\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_pointwise/BatchNorm/moving_variance/read/_185__cf__185\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_pointwise/weights/read/_186__cf__186\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_5_depthwise/depthwise_weights/read/_187__cf__187\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_5_pointwise/BatchNorm/beta/read/_188__cf__188\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_5_pointwise/BatchNorm/moving_mean/read/_189__cf__189\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_5_pointwise/BatchNorm/moving_variance/read/_190__cf__190\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_5_pointwise/weights/read/_191__cf__191\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L1_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_depthwise/depthwise_weights/read/_192__cf__192\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_pointwise/BatchNorm/beta/read/_193__cf__193\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_pointwise/BatchNorm/moving_mean/read/_194__cf__194\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_pointwise/BatchNorm/moving_variance/read/_195__cf__195\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_pointwise/weights/read/_196__cf__196\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_depthwise/depthwise_weights/read/_197__cf__197\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_pointwise/BatchNorm/beta/read/_198__cf__198\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_pointwise/BatchNorm/moving_mean/read/_199__cf__199\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_pointwise/BatchNorm/moving_variance/read/_200__cf__200\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_pointwise/weights/read/_201__cf__201\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_depthwise/depthwise_weights/read/_202__cf__202\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_pointwise/BatchNorm/beta/read/_203__cf__203\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_pointwise/BatchNorm/moving_mean/read/_204__cf__204\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_pointwise/BatchNorm/moving_variance/read/_205__cf__205\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_pointwise/weights/read/_206__cf__206\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_depthwise/depthwise_weights/read/_207__cf__207\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_pointwise/BatchNorm/beta/read/_208__cf__208\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_pointwise/BatchNorm/moving_mean/read/_209__cf__209\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_pointwise/BatchNorm/moving_variance/read/_210__cf__210\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_pointwise/weights/read/_211__cf__211\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_5_depthwise/depthwise_weights/read/_212__cf__212\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_5_pointwise/BatchNorm/beta/read/_213__cf__213\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_5_pointwise/BatchNorm/moving_mean/read/_214__cf__214\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_5_pointwise/BatchNorm/moving_variance/read/_215__cf__215\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_5_pointwise/weights/read/_216__cf__216\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage2_L2_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_concat\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_depthwise/depthwise_weights/read/_217__cf__217\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_pointwise/BatchNorm/beta/read/_218__cf__218\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_pointwise/BatchNorm/moving_mean/read/_219__cf__219\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_pointwise/BatchNorm/moving_variance/read/_220__cf__220\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_pointwise/weights/read/_221__cf__221\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_depthwise/depthwise_weights/read/_222__cf__222\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_pointwise/BatchNorm/beta/read/_223__cf__223\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_pointwise/BatchNorm/moving_mean/read/_224__cf__224\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_pointwise/BatchNorm/moving_variance/read/_225__cf__225\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_pointwise/weights/read/_226__cf__226\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_depthwise/depthwise_weights/read/_227__cf__227\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_pointwise/BatchNorm/beta/read/_228__cf__228\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_pointwise/BatchNorm/moving_mean/read/_229__cf__229\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_pointwise/BatchNorm/moving_variance/read/_230__cf__230\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_pointwise/weights/read/_231__cf__231\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_depthwise/depthwise_weights/read/_232__cf__232\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_pointwise/BatchNorm/beta/read/_233__cf__233\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_pointwise/BatchNorm/moving_mean/read/_234__cf__234\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_pointwise/BatchNorm/moving_variance/read/_235__cf__235\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_pointwise/weights/read/_236__cf__236\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_5_depthwise/depthwise_weights/read/_237__cf__237\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_5_pointwise/BatchNorm/beta/read/_238__cf__238\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_5_pointwise/BatchNorm/moving_mean/read/_239__cf__239\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_5_pointwise/BatchNorm/moving_variance/read/_240__cf__240\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_5_pointwise/weights/read/_241__cf__241\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L1_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_depthwise/depthwise_weights/read/_242__cf__242\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_pointwise/BatchNorm/beta/read/_243__cf__243\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_pointwise/BatchNorm/moving_mean/read/_244__cf__244\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_pointwise/BatchNorm/moving_variance/read/_245__cf__245\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_pointwise/weights/read/_246__cf__246\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_depthwise/depthwise_weights/read/_247__cf__247\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_pointwise/BatchNorm/beta/read/_248__cf__248\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_pointwise/BatchNorm/moving_mean/read/_249__cf__249\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_pointwise/BatchNorm/moving_variance/read/_250__cf__250\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_pointwise/weights/read/_251__cf__251\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_depthwise/depthwise_weights/read/_252__cf__252\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_pointwise/BatchNorm/beta/read/_253__cf__253\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_pointwise/BatchNorm/moving_mean/read/_254__cf__254\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_pointwise/BatchNorm/moving_variance/read/_255__cf__255\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_pointwise/weights/read/_256__cf__256\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_depthwise/depthwise_weights/read/_257__cf__257\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_pointwise/BatchNorm/beta/read/_258__cf__258\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_pointwise/BatchNorm/moving_mean/read/_259__cf__259\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_pointwise/BatchNorm/moving_variance/read/_260__cf__260\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_pointwise/weights/read/_261__cf__261\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_5_depthwise/depthwise_weights/read/_262__cf__262\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_5_pointwise/BatchNorm/beta/read/_263__cf__263\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_5_pointwise/BatchNorm/moving_mean/read/_264__cf__264\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_5_pointwise/BatchNorm/moving_variance/read/_265__cf__265\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_5_pointwise/weights/read/_266__cf__266\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage3_L2_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_concat\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_depthwise/depthwise_weights/read/_267__cf__267\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_pointwise/BatchNorm/beta/read/_268__cf__268\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_pointwise/BatchNorm/moving_mean/read/_269__cf__269\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_pointwise/BatchNorm/moving_variance/read/_270__cf__270\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_pointwise/weights/read/_271__cf__271\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_depthwise/depthwise_weights/read/_272__cf__272\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_pointwise/BatchNorm/beta/read/_273__cf__273\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_pointwise/BatchNorm/moving_mean/read/_274__cf__274\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_pointwise/BatchNorm/moving_variance/read/_275__cf__275\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_pointwise/weights/read/_276__cf__276\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_depthwise/depthwise_weights/read/_277__cf__277\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_pointwise/BatchNorm/beta/read/_278__cf__278\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_pointwise/BatchNorm/moving_mean/read/_279__cf__279\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_pointwise/BatchNorm/moving_variance/read/_280__cf__280\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_pointwise/weights/read/_281__cf__281\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_depthwise/depthwise_weights/read/_282__cf__282\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_pointwise/BatchNorm/beta/read/_283__cf__283\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_pointwise/BatchNorm/moving_mean/read/_284__cf__284\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_pointwise/BatchNorm/moving_variance/read/_285__cf__285\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_pointwise/weights/read/_286__cf__286\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_5_depthwise/depthwise_weights/read/_287__cf__287\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_5_pointwise/BatchNorm/beta/read/_288__cf__288\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_5_pointwise/BatchNorm/moving_mean/read/_289__cf__289\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_5_pointwise/BatchNorm/moving_variance/read/_290__cf__290\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_5_pointwise/weights/read/_291__cf__291\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L1_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_depthwise/depthwise_weights/read/_292__cf__292\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_pointwise/BatchNorm/beta/read/_293__cf__293\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_pointwise/BatchNorm/moving_mean/read/_294__cf__294\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_pointwise/BatchNorm/moving_variance/read/_295__cf__295\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_pointwise/weights/read/_296__cf__296\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_depthwise/depthwise_weights/read/_297__cf__297\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_pointwise/BatchNorm/beta/read/_298__cf__298\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_pointwise/BatchNorm/moving_mean/read/_299__cf__299\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_pointwise/BatchNorm/moving_variance/read/_300__cf__300\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_pointwise/weights/read/_301__cf__301\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_depthwise/depthwise_weights/read/_302__cf__302\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_pointwise/BatchNorm/beta/read/_303__cf__303\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_pointwise/BatchNorm/moving_mean/read/_304__cf__304\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_pointwise/BatchNorm/moving_variance/read/_305__cf__305\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_pointwise/weights/read/_306__cf__306\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_depthwise/depthwise_weights/read/_307__cf__307\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_pointwise/BatchNorm/beta/read/_308__cf__308\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_pointwise/BatchNorm/moving_mean/read/_309__cf__309\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_pointwise/BatchNorm/moving_variance/read/_310__cf__310\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_pointwise/weights/read/_311__cf__311\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_5_depthwise/depthwise_weights/read/_312__cf__312\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_5_pointwise/BatchNorm/beta/read/_313__cf__313\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_5_pointwise/BatchNorm/moving_mean/read/_314__cf__314\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_5_pointwise/BatchNorm/moving_variance/read/_315__cf__315\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_5_pointwise/weights/read/_316__cf__316\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage4_L2_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_concat\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_depthwise/depthwise_weights/read/_317__cf__317\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_pointwise/BatchNorm/beta/read/_318__cf__318\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_pointwise/BatchNorm/moving_mean/read/_319__cf__319\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_pointwise/BatchNorm/moving_variance/read/_320__cf__320\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_pointwise/weights/read/_321__cf__321\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_depthwise/depthwise_weights/read/_322__cf__322\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_pointwise/BatchNorm/beta/read/_323__cf__323\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_pointwise/BatchNorm/moving_mean/read/_324__cf__324\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_pointwise/BatchNorm/moving_variance/read/_325__cf__325\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_pointwise/weights/read/_326__cf__326\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_depthwise/depthwise_weights/read/_327__cf__327\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_pointwise/BatchNorm/beta/read/_328__cf__328\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_pointwise/BatchNorm/moving_mean/read/_329__cf__329\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_pointwise/BatchNorm/moving_variance/read/_330__cf__330\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_pointwise/weights/read/_331__cf__331\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_depthwise/depthwise_weights/read/_332__cf__332\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_pointwise/BatchNorm/beta/read/_333__cf__333\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_pointwise/BatchNorm/moving_mean/read/_334__cf__334\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_pointwise/BatchNorm/moving_variance/read/_335__cf__335\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_pointwise/weights/read/_336__cf__336\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_5_depthwise/depthwise_weights/read/_337__cf__337\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_5_pointwise/BatchNorm/beta/read/_338__cf__338\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_5_pointwise/BatchNorm/moving_mean/read/_339__cf__339\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_5_pointwise/BatchNorm/moving_variance/read/_340__cf__340\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_5_pointwise/weights/read/_341__cf__341\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L1_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_depthwise/depthwise_weights/read/_342__cf__342\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_pointwise/BatchNorm/beta/read/_343__cf__343\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_pointwise/BatchNorm/moving_mean/read/_344__cf__344\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_pointwise/BatchNorm/moving_variance/read/_345__cf__345\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_pointwise/weights/read/_346__cf__346\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_depthwise/depthwise_weights/read/_347__cf__347\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_pointwise/BatchNorm/beta/read/_348__cf__348\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_pointwise/BatchNorm/moving_mean/read/_349__cf__349\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_pointwise/BatchNorm/moving_variance/read/_350__cf__350\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_pointwise/weights/read/_351__cf__351\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_depthwise/depthwise_weights/read/_352__cf__352\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_pointwise/BatchNorm/beta/read/_353__cf__353\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_pointwise/BatchNorm/moving_mean/read/_354__cf__354\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_pointwise/BatchNorm/moving_variance/read/_355__cf__355\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_pointwise/weights/read/_356__cf__356\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_depthwise/depthwise_weights/read/_357__cf__357\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_pointwise/BatchNorm/beta/read/_358__cf__358\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_pointwise/BatchNorm/moving_mean/read/_359__cf__359\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_pointwise/BatchNorm/moving_variance/read/_360__cf__360\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_pointwise/weights/read/_361__cf__361\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_5_depthwise/depthwise_weights/read/_362__cf__362\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_5_pointwise/BatchNorm/beta/read/_363__cf__363\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_5_pointwise/BatchNorm/moving_mean/read/_364__cf__364\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_5_pointwise/BatchNorm/moving_variance/read/_365__cf__365\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_5_pointwise/weights/read/_366__cf__366\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage5_L2_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_concat\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_depthwise/depthwise_weights/read/_367__cf__367\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_pointwise/BatchNorm/beta/read/_368__cf__368\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_pointwise/BatchNorm/moving_mean/read/_369__cf__369\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_pointwise/BatchNorm/moving_variance/read/_370__cf__370\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_pointwise/weights/read/_371__cf__371\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_depthwise/depthwise_weights/read/_372__cf__372\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_pointwise/BatchNorm/beta/read/_373__cf__373\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_pointwise/BatchNorm/moving_mean/read/_374__cf__374\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_pointwise/BatchNorm/moving_variance/read/_375__cf__375\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_pointwise/weights/read/_376__cf__376\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_depthwise/depthwise_weights/read/_377__cf__377\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_pointwise/BatchNorm/beta/read/_378__cf__378\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_pointwise/BatchNorm/moving_mean/read/_379__cf__379\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_pointwise/BatchNorm/moving_variance/read/_380__cf__380\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_pointwise/weights/read/_381__cf__381\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_depthwise/depthwise_weights/read/_382__cf__382\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_pointwise/BatchNorm/beta/read/_383__cf__383\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_pointwise/BatchNorm/moving_mean/read/_384__cf__384\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_pointwise/BatchNorm/moving_variance/read/_385__cf__385\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_pointwise/weights/read/_386__cf__386\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_5_depthwise/depthwise_weights/read/_387__cf__387\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_5_pointwise/BatchNorm/beta/read/_388__cf__388\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_5_pointwise/BatchNorm/moving_mean/read/_389__cf__389\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_5_pointwise/BatchNorm/moving_variance/read/_390__cf__390\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_5_pointwise/weights/read/_391__cf__391\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L1_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_depthwise/depthwise_weights/read/_392__cf__392\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_pointwise/BatchNorm/beta/read/_393__cf__393\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_pointwise/BatchNorm/moving_mean/read/_394__cf__394\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_pointwise/BatchNorm/moving_variance/read/_395__cf__395\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_pointwise/weights/read/_396__cf__396\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_1_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_depthwise/depthwise_weights/read/_397__cf__397\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_pointwise/BatchNorm/beta/read/_398__cf__398\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_pointwise/BatchNorm/moving_mean/read/_399__cf__399\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_pointwise/BatchNorm/moving_variance/read/_400__cf__400\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_pointwise/weights/read/_401__cf__401\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_2_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_depthwise/depthwise_weights/read/_402__cf__402\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_pointwise/BatchNorm/beta/read/_403__cf__403\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_pointwise/BatchNorm/moving_mean/read/_404__cf__404\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_pointwise/BatchNorm/moving_variance/read/_405__cf__405\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_pointwise/weights/read/_406__cf__406\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_3_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_depthwise/depthwise_weights/read/_407__cf__407\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_pointwise/BatchNorm/beta/read/_408__cf__408\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_pointwise/BatchNorm/moving_mean/read/_409__cf__409\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_pointwise/BatchNorm/moving_variance/read/_410__cf__410\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_pointwise/weights/read/_411__cf__411\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_4_pointwise/Relu\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_5_depthwise/depthwise_weights/read/_412__cf__412\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_5_depthwise/depthwise\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_5_pointwise/BatchNorm/beta/read/_413__cf__413\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_5_pointwise/BatchNorm/moving_mean/read/_414__cf__414\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_5_pointwise/BatchNorm/moving_variance/read/_415__cf__415\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_5_pointwise/weights/read/_416__cf__416\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_5_pointwise/Conv2D\n",
            "TfPoseEstimator_1/Openpose/MConv_Stage6_L2_5_pointwise/BatchNorm/FusedBatchNorm\n",
            "TfPoseEstimator_1/Openpose/concat_stage7\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KRAk4qMfHahX"
      },
      "source": [
        "# 웹화면 구성\n",
        "\n",
        "2개의 엘리멘트를 생성한다.\n",
        "\n",
        "웹캠으로 받은 영상을 그대로 보여주는  'video'와 OpenPose로 처리한 것을 보여주는'output'이름의  'img'\n",
        "  \n",
        "  "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nyqErRJQV_Rw"
      },
      "source": [
        "from IPython.display import HTML, Image\n",
        "from google.colab.output import eval_js\n",
        "from base64 import b64decode\n",
        "\n",
        "VIDEO_HTML = \"\"\"\n",
        "<video autoplay\n",
        " width=400 height=300></video>\n",
        "<br>\n",
        "<img id=\"output\" src=\"https://ko.wikipedia.org/static/images/wikimedia-button.png\"/>\n",
        "\n",
        "\n",
        "<script>\n",
        "var video = document.querySelector('video')\n",
        "navigator.mediaDevices.getUserMedia({ video: true })\n",
        "  .then(stream=> video.srcObject = stream)\n",
        "\n",
        "var canvas = document.createElement('canvas')\n",
        "var [w,h] = [video.offsetWidth, video.offsetHeight]\n",
        "canvas.width = w\n",
        "canvas.height = h\n",
        "\n",
        "\n",
        "</script>\n",
        "\"\"\"\n",
        "\n",
        "DATA_HTML = \"\"\"\n",
        "<script>\n",
        "canvas.getContext('2d').drawImage(video, 0, 0, w, h)\n",
        "var data = canvas.toDataURL('image/jpeg', %f)\n",
        "</script>\n",
        "\"\"\""
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eTiAOEU3Iz_g"
      },
      "source": [
        "# 웹캠 포즈 추츨 실행\n",
        "\n",
        "위에서 설정한 video에서 데이터를 읽고, OpenPose를 호출하여 처리한 이미지를 표시한다."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lD5LNpLYeDVu"
      },
      "source": [
        "from IPython.display import Image, display\n",
        "from matplotlib import pyplot as plt\n",
        "import cv2\n",
        "import numpy as np\n",
        "import base64\n",
        "\n",
        "%matplotlib inline\n",
        "\n",
        "def convert_jpeg_binary_to_cv2_image(binary_image):\n",
        "  return cv2.imdecode(np.fromstring(binary_image, dtype=np.uint8), -1)\n",
        "\n",
        "\n",
        "def show_pose_extracted(quality=1.0):\n",
        "  display(HTML(VIDEO_HTML))\n",
        "  while True:\n",
        "    display(HTML(DATA_HTML % quality))\n",
        "    data = eval_js(\"data\")\n",
        "    binary = b64decode(data.split(',')[1])\n",
        "    cv2_image = convert_jpeg_binary_to_cv2_image(binary)\n",
        "    \n",
        "    extracted = get_pose_extracted_image(cv2_image)\n",
        "    \n",
        "    binanry_img = cv2.imencode('.jpg', extracted)[1]\n",
        "    \n",
        "    b64 = base64.b64encode(binanry_img).decode('ascii')\n",
        "    display(HTML('''<script>document.getElementById(\"output\").src=\"data:image/jpg;base64, {}\"</script>'''.format(b64)))\n",
        "    if data is None: break\n",
        "\n",
        "  \n",
        "show_pose_extracted()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oUzaCwVLS9md"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}