Process_Images.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Process images.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# **Processing Images 🚀**"
      ],
      "metadata": {
        "id": "dC0wEsxq1iQX"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bdS4k5FB1bmM"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "from keras.preprocessing.image import img_to_array\n",
        "from keras.preprocessing.image import load_img\n",
        "import pickle\n",
        "from matplotlib import pyplot as plt\n",
        "from keras.preprocessing.image import array_to_img\n",
        "\n",
        "import pandas as pd\n",
        "import os"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Load Dataset, Resize and Convert to Array 🖼️**"
      ],
      "metadata": {
        "id": "2hPt4kE53ggS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def load_images():\n",
        "    image_names = list()\n",
        "    data_list = list()\n",
        "\n",
        "    rootdir = '/Images'\n",
        "    for filesss in os.walk(rootdir):\n",
        "      files = filesss[2:][0]\n",
        "    for file in files:\n",
        "      filepath = rootdir +'/' + file\n",
        "      if filepath.endswith(\".jpg\") or filepath.endswith(\".jpeg\") or filepath.endswith(\".png\"):\n",
        "            print(file)\n",
        "            pixels = load_img(filepath, target_size=(64, 64)) # resize all images to 64x64\n",
        "            # convert to numpy array\n",
        "            pixels = img_to_array(pixels)\n",
        "            # store\n",
        "            image_names.append(file)\n",
        "            data_list.append(pixels)\n",
        "\n",
        "    return image_names, np.asarray(data_list)"
      ],
      "metadata": {
        "id": "f4VJ3s9G1hQN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Saving preprocessed image to pickle 🗃️**"
      ],
      "metadata": {
        "id": "4zCH0Z2T4C1v"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def save_preprocessed_image_set(n_name='image_names.npy', a_name='image_arrays.npz'):\n",
        "    image_names, image_array = load_images()\n",
        "\n",
        "    np.save(n_name, image_names)\n",
        "\n",
        "    print('Done saving images')\n",
        "\n",
        "    np.savez_compressed(a_name, image_array)\n",
        "\n",
        "    print(\"Done saving preprocessed data\")"
      ],
      "metadata": {
        "id": "Sf9gCXLK3_3y"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Normalize images to [-1,1] 🔢**"
      ],
      "metadata": {
        "id": "qD7W1y_F4iTF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def load_and_normalize_images(images='image_arrays.npz', image_names='image_names.npy', img_vectors='/Pickles/image_vectors'):\n",
        "    imgs = np.load(images)['arr_0']\n",
        "    img_names = np.load(image_names)\n",
        "\n",
        "    image_name_image_vectors_dict = dict(zip(img_names, imgs))\n",
        "\n",
        "    # Normalize image vectors from 0-255 to [-1, 1] and save results\n",
        "    for k in image_name_image_vectors_dict:\n",
        "        image_name_image_vectors_dict[k] = (image_name_image_vectors_dict[k].astype('float32') - 127.5) / 127.5\n",
        "\n",
        "    pickle.dump(image_name_image_vectors_dict, open(img_vectors + \".p\", \"wb\"))\n",
        "\n",
        "    print(\"done\")"
      ],
      "metadata": {
        "id": "lPdDSGrs4VqG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "save_preprocessed_image_set()\n",
        "load_and_normalize_images()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FPCLeAUX5Nyt",
        "outputId": "fa2e5c0c-016f-4f2d-eacd-59a8111dd152"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "1056338697_4f7d7ce270.jpg\n",
            "1131932671_c8d17751b3.jpg\n",
            "Done saving images\n",
            "Done saving preprocessed data\n",
            "done\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Display images 🖼️**"
      ],
      "metadata": {
        "id": "KT3XCJqt7lZ7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def display_random_images():\n",
        "    images = np.load('image_arrays.npz')['arr_0']\n",
        "    image_names = np.load('image_names.npy')\n",
        "    ix = np.random.randint(0, len(images), 50)\n",
        "    images_t = images[ix]\n",
        "    image_names = image_names[ix]\n",
        "    n = 3\n",
        "    for i in range(n * n):\n",
        "        print(i, image_names[i])\n",
        "        df = pd.read_csv('/CSVs/flickr8K_final.csv', ',', None)\n",
        "        print(df.loc[df['Images_name'] == image_names[i], 'captions'].item())\n",
        "        plt.subplot(n, n, 1 + i)\n",
        "        plt.axis('off')\n",
        "        plt.imshow(array_to_img(images_t[i]))\n",
        "    plt.show()\n",
        "\n",
        "display_random_images()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "nL34EAio5N-U",
        "outputId": "133bd7ea-42ee-4b6a-d71d-fc61b77391ff"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0 3561130207_d1ed166daa.jpg\n",
            "a crowd of girls at a concert .\n",
            "1 3018467501_a03d404413.jpg\n",
            "a group of little girls jumping together in a backyard .\n",
            "2 107582366_d86f2d3347.jpg\n",
            "a group of eight people are gathered around a table at night .\n",
            "3 3050114829_18bc5a6d7c.jpg\n",
            "a lone surfer surfing a large collapsing wave in the ocean .\n",
            "4 3359530430_249f51972c.jpg\n",
            "a group of people watching a snowboarder perform a trick .\n",
            "5 2736902411_a0010f89ae.jpg\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:17: FutureWarning: In a future version of pandas all arguments of read_csv except for the argument 'filepath_or_buffer' will be keyword-only\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "the girls are taking a picture of themselves .\n",
            "6 507758961_e63ca126cc.jpg\n",
            "a child in a white and orange outfit doing push ups .\n",
            "7 3138399980_d6ab8b2272.jpg\n",
            "a person in an orange shirt reaching up .\n",
            "8 143684568_3c59299bae.jpg\n",
            "a man standing on a cliff\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 9 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "RauDEn-07JA9"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}