From 6aafd08dba5093600008ec66df39f362e53f9bb8 Mon Sep 17 00:00:00 2001 From: justin200914 Date: Thu, 18 May 2023 21:56:19 +0800 Subject: [PATCH] Implemented liveness detection functionality within Docker --- .gitignore | 1 + app.py | 252 +++++++++++++++++++++++++++++++++++++++++++++++ facebox.py | 11 +++ facesdk.py | 25 +++++ libfacesdk1.so | Bin 0 -> 4918816 bytes license.txt | 1 + requirements.txt | 4 + 7 files changed, 294 insertions(+) create mode 100644 .gitignore create mode 100644 app.py create mode 100644 facebox.py create mode 100644 facesdk.py create mode 100644 libfacesdk1.so create mode 100644 license.txt create mode 100644 requirements.txt diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..249cda9 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +/data \ No newline at end of file diff --git a/app.py b/app.py new file mode 100644 index 0000000..c02e7c9 --- /dev/null +++ b/app.py @@ -0,0 +1,252 @@ +import sys +sys.path.append('.') + +import os +import numpy as np +import base64 +import io + +from PIL import Image +from flask import Flask, request, jsonify +from facesdk import getMachineCode +from facesdk import setActivation +from facesdk import faceDetection +from facesdk import initSDK +from facebox import FaceBox + +livenessThreshold = 0.7 +yawThreshold = 10 +pitchThreshold = 10 +rollThreshold = 10 +occlusionThreshold = 0.9 +eyeClosureThreshold = 0.7 +mouthOpeningThreshold = 0.5 +borderRate = 0.05 +smallFaceThreshold = 100 +lowQualityThreshold = 0.3 +hightQualityThreshold = 0.7 +luminanceDarkThreshold = 50 +luminanceLightThreshold = 200 + +maxFaceCount = 10 + +licensePath = "license.txt" +license = "" + +machineCode = getMachineCode() +print("machineCode: ", machineCode.decode('utf-8')) + +try: + with open(licensePath, 'r') as file: + license = file.read() +except IOError as exc: + print("failed to open license.txt: ", exc.errno) +print("license: ", license) + +ret = setActivation(license.encode('utf-8')) +print("activation: ", ret) + +ret = initSDK("data".encode('utf-8')) +print("init: ", ret) + +app = Flask(__name__) + +@app.route('/check_liveness', methods=['POST']) +def check_liveness(): + file = request.files['file'] + image = Image.open(file) + image_np = np.asarray(image) + + faceBoxes = (FaceBox * maxFaceCount)() + faceCount = faceDetection(image_np, image_np.shape[1], image_np.shape[0], faceBoxes, maxFaceCount) + + i = 0 + faces = [] + while (i < faceCount): + j = 0 + landmark_68 = [] + while(j < 68): + landmark_68.append({"x": faceBoxes[i].landmark_68[j * 2], "y": faceBoxes[i].landmark_68[j * 2 + 1]}) + j = j + 1 + faces.append({"x1": faceBoxes[i].x1, "y1": faceBoxes[i].y1, "x2": faceBoxes[i].x2, "y2": faceBoxes[i].y2, + "liveness": faceBoxes[i].liveness, + "yaw": faceBoxes[i].yaw, "roll": faceBoxes[i].roll, "pitch": faceBoxes[i].pitch, + "face_quality": faceBoxes[i].face_quality, "face_luminance": faceBoxes[i].face_luminance, "eye_dist": faceBoxes[i].eye_dist, + "left_eye_closed": faceBoxes[i].left_eye_closed, "right_eye_closed": faceBoxes[i].right_eye_closed, + "face_occlusion": faceBoxes[i].face_occlusion, "mouth_opened": faceBoxes[i].mouth_opened, + "landmark_68": landmark_68}) + i = i + 1 + + result = "" + if faceCount == 0: + result = "No face" + elif faceCount > 1: + result = "Multiple face" + else: + if faceBoxes[0].liveness > livenessThreshold: + result = "Real" + else: + result = "Spoof" + + isNotFront = True + isOcclusion = False + isEyeClosure = False + isMouthOpening = False + isBoundary = False + isSmall = False + quality = "Low" + luminance = "Dark" + if abs(faceBoxes[0].yaw) < yawThreshold and abs(faceBoxes[0].roll) < rollThreshold and abs(faceBoxes[0].pitch) < pitchThreshold: + isNotFront = False + + if faceBoxes[0].face_occlusion > occlusionThreshold: + isOcclusion = True + + if faceBoxes[0].left_eye_closed > eyeClosureThreshold or faceBoxes[0].right_eye_closed > eyeClosureThreshold: + isEyeClosure = True + + if faceBoxes[0].mouth_opened > mouthOpeningThreshold: + isMouthOpening = True + + if (faceBoxes[0].x1 < image_np.shape[1] * borderRate or + faceBoxes[0].y1 < image_np.shape[0] * borderRate or + faceBoxes[0].x1 > image_np.shape[1] - image_np.shape[1] * borderRate or + faceBoxes[0].x1 > image_np.shape[0] - image_np.shape[0] * borderRate): + isBoundary = True + + if faceBoxes[0].eye_dist < smallFaceThreshold: + isSmall = True + + if faceBoxes[0].face_quality < lowQualityThreshold: + quality = "Low" + elif faceBoxes[0].face_quality < hightQualityThreshold: + quality = "Medium" + else: + quality = "High" + + if faceBoxes[0].face_luminance < luminanceDarkThreshold: + luminance = "Dark" + elif faceBoxes[0].face_luminance < luminanceLightThreshold: + luminance = "Normal" + else: + luminance = "Light" + + status = "ok" + faceState = {"is_not_front": isNotFront, "is_occluded": isOcclusion, "eye_closed": isEyeClosure, "mouth_opened": isMouthOpening, + "is_boundary_face": isBoundary, "is_small": isSmall, "quality": quality, "luminance": luminance, "result": result} + response = jsonify({"face_state": faceState, "faces": faces}) + + response.status_code = 200 + response.headers["Content-Type"] = "application/json; charset=utf-8" + return response + + status = "ok" + response = jsonify({"face_state": {"result": result}, "faces": faces}) + + response.status_code = 200 + response.headers["Content-Type"] = "application/json; charset=utf-8" + return response + +@app.route('/check_liveness_base64', methods=['POST']) +def check_liveness_base64(): + content = request.get_json() + imageBase64 = content['base64'] + image_data = base64.b64decode(imageBase64) + + image = Image.open(io.BytesIO(image_data)) + image_np = np.asarray(image) + + faceBoxes = (FaceBox * maxFaceCount)() + faceCount = faceDetection(image_np, image_np.shape[1], image_np.shape[0], faceBoxes, maxFaceCount) + + i = 0 + faces = [] + while (i < faceCount): + j = 0 + landmark_68 = [] + while(j < 68): + landmark_68.append({"x": faceBoxes[i].landmark_68[j * 2], "y": faceBoxes[i].landmark_68[j * 2 + 1]}) + j = j + 1 + faces.append({"x1": faceBoxes[i].x1, "y1": faceBoxes[i].y1, "x2": faceBoxes[i].x2, "y2": faceBoxes[i].y2, + "liveness": faceBoxes[i].liveness, + "yaw": faceBoxes[i].yaw, "roll": faceBoxes[i].roll, "pitch": faceBoxes[i].pitch, + "face_quality": faceBoxes[i].face_quality, "face_luminance": faceBoxes[i].face_luminance, "eye_dist": faceBoxes[i].eye_dist, + "left_eye_closed": faceBoxes[i].left_eye_closed, "right_eye_closed": faceBoxes[i].right_eye_closed, + "face_occlusion": faceBoxes[i].face_occlusion, "mouth_opened": faceBoxes[i].mouth_opened, + "landmark_68": landmark_68}) + i = i + 1 + + result = "" + if faceCount == 0: + result = "No face" + elif faceCount > 1: + result = "Multiple face" + else: + if faceBoxes[0].liveness > livenessThreshold: + result = "Real" + else: + result = "Spoof" + + isNotFront = True + isOcclusion = False + isEyeClosure = False + isMouthOpening = False + isBoundary = False + isSmall = False + quality = "Low" + luminance = "Dark" + if abs(faceBoxes[0].yaw) < yawThreshold and abs(faceBoxes[0].roll) < rollThreshold and abs(faceBoxes[0].pitch) < pitchThreshold: + isNotFront = False + + if faceBoxes[0].face_occlusion > occlusionThreshold: + isOcclusion = True + + if faceBoxes[0].left_eye_closed > eyeClosureThreshold or faceBoxes[0].right_eye_closed > eyeClosureThreshold: + isEyeClosure = True + + if faceBoxes[0].mouth_opened > mouthOpeningThreshold: + isMouthOpening = True + + if (faceBoxes[0].x1 < image_np.shape[1] * borderRate or + faceBoxes[0].y1 < image_np.shape[0] * borderRate or + faceBoxes[0].x1 > image_np.shape[1] - image_np.shape[1] * borderRate or + faceBoxes[0].x1 > image_np.shape[0] - image_np.shape[0] * borderRate): + isBoundary = True + + if faceBoxes[0].eye_dist < smallFaceThreshold: + isSmall = True + + if faceBoxes[0].face_quality < lowQualityThreshold: + quality = "Low" + elif faceBoxes[0].face_quality < hightQualityThreshold: + quality = "Medium" + else: + quality = "High" + + if faceBoxes[0].face_luminance < luminanceDarkThreshold: + luminance = "Dark" + elif faceBoxes[0].face_luminance < luminanceLightThreshold: + luminance = "Normal" + else: + luminance = "Light" + + status = "ok" + faceState = {"is_not_front": isNotFront, "is_occluded": isOcclusion, "eye_closed": isEyeClosure, "mouth_opened": isMouthOpening, + "is_boundary_face": isBoundary, "is_small": isSmall, "quality": quality, "luminance": luminance, "result": result} + response = jsonify({"face_state": faceState, "faces": faces}) + + response.status_code = 200 + response.headers["Content-Type"] = "application/json; charset=utf-8" + return response + + status = "ok" + response = jsonify({"face_state": {"result": result}, "faces": faces}) + + response.status_code = 200 + response.headers["Content-Type"] = "application/json; charset=utf-8" + return response + + +if __name__ == '__main__': + port = int(os.environ.get("PORT", 8080)) + app.run(host='0.0.0.0', port=port) \ No newline at end of file diff --git a/facebox.py b/facebox.py new file mode 100644 index 0000000..ad18da4 --- /dev/null +++ b/facebox.py @@ -0,0 +1,11 @@ +from ctypes import * + +class FaceBox(Structure): + _fields_ = [("x1", c_int32), ("y1", c_int32), ("x2", c_int32), ("y2", c_int32), + ("liveness", c_float), + ("yaw", c_float), ("roll", c_float), ("pitch", c_float), + ("face_quality", c_float), ("face_luminance", c_float), ("eye_dist", c_float), + ("left_eye_closed", c_float), ("right_eye_closed", c_float), + ("face_occlusion", c_float), ("mouth_opened", c_float), + ("landmark_68", c_float * 136) + ] \ No newline at end of file diff --git a/facesdk.py b/facesdk.py new file mode 100644 index 0000000..1bd40b9 --- /dev/null +++ b/facesdk.py @@ -0,0 +1,25 @@ +import os + +from ctypes import * +from numpy.ctypeslib import ndpointer +from facebox import FaceBox + +libPath = os.path.abspath(os.path.dirname(__file__)) + '/libfacesdk1.so' +facesdk = cdll.LoadLibrary(libPath) + +getMachineCode = facesdk.getMachineCode +getMachineCode.argtypes = [] +getMachineCode.restype = c_char_p + +setActivation = facesdk.setActivation +setActivation.argtypes = [c_char_p] +setActivation.restype = c_int32 + +initSDK = facesdk.initSDK +initSDK.argtypes = [c_char_p] +initSDK.restype = c_int32 + +faceDetection = facesdk.faceDetection +faceDetection.argtypes = [ndpointer(c_ubyte, flags='C_CONTIGUOUS'), c_int32, c_int32, POINTER(FaceBox), c_int32] +faceDetection.restype = c_int32 + diff --git a/libfacesdk1.so b/libfacesdk1.so new file mode 100644 index 0000000000000000000000000000000000000000..2dc9fea0ec8af934e6252da0c9b9fe290ef8eaf8 GIT binary patch literal 4918816 zcmaIe2{=^m`#An#6se48QE4wy+9(NSj%I2`w5SNBMJAzr-%X8*X-`r~`>tKunXwMC z%^>?$amcY1%n|KIPreqEo>YcMlsdCqg5<-VWuKEigIr>UVqr*;3M)8^1L z;O7FyE&L0!`|mefX}!VWw4wM}t^eNnzkjIE{QI}94|@FlLI3XywGZkq z|K6{7_4oaMuYW&9qrL33{QKko`X05v|GpPL3*WEke*O2ougiM=U*Dtt^56GHGx7b3 z?pOQ;kdS@<{@A@g>hP)WjivuR|FQJm)S<)ge_z*hpWn#tR~_n2__wrr=X&ZmA9nx! 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