Update Facial Recognition codes
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@ -28,7 +28,7 @@ So to run the demo, we need to install Dlib on our system.
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3. Requirements for face registration:
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a. User can sometimes turn your head a little bit to let us get more face data, but you must make sure that there're 5 colles on each photo.
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b. Don't register you face when too much light is coming.
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a. User can sometimes slightly rotate their face, but must make sure their facical features (mouth, eyes, nose...) are within the camera view.
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b. Ambient light could affect the performance of the facial detection, such as overexposure, glare, reflection or so on;
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welcome any try-out and comments!
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@ -43,12 +43,12 @@ def enroll_face_dataset():
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i = 0
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faceDescriptors = None
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for imagePath in imagePaths:
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print("processing: {}".format(imagePath))
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#print("processing: {}".format(imagePath))
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img = cv2.imread(imagePath)
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faces = faceDetector(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))
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print("{} Face(s) found".format(len(faces)))
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#print("{} Face(s) found".format(len(faces)))
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for k, face in enumerate(faces):
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@ -13,7 +13,7 @@ pwd = sys.path[0]
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PREDICTOR_PATH = pwd + '/Facial_models/shape_predictor_68_face_landmarks.dat'
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FACE_RECOGNITION_MODEL_PATH = pwd + '/Facial_models/dlib_face_recognition_resnet_model_v1.dat'
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SKIP_FRAMES = 10
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SKIP_FRAMES = 1
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THRESHOLD = 0.4
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faceDetector = dlib.get_frontal_face_detector()
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@ -25,9 +25,10 @@ faceDescriptorsEnrolled = np.load(pwd+'/Facial_models/descriptors.npy')
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cam = cv2.VideoCapture(1)
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count = 0
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x1 = x2 = y1 = y2 = 0
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while True:
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t = time.time()
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success, im = cam.read()
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@ -72,16 +73,10 @@ while True:
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else:
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label = 'unknown'
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print("time taken = {:.3f} seconds".format(time.time() - t))
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#print("time taken = {:.3f} seconds".format(time.time() - t))
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cv2.rectangle(im, (x1, y1), (x2, y2), (0, 255, 0), 2)
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#center = (int((x1 + x2)/2.0), int((y1 + y2)/2.0))
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#radius = int((y2-y1)/2.0)
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#color = (0, 255, 0)
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#cv2.circle(im, center, radius, color, thickness=1, lineType=8, shift=0)
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font_face = cv2.FONT_HERSHEY_SIMPLEX
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font_scale = 0.8
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text_color = (0, 255, 0)
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@ -4,7 +4,6 @@ import math
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import cv2
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import Facial_Recognition_Enrollment
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def register_your_face(label):
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num_cap = 50
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@ -32,6 +31,12 @@ def register_your_face(label):
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if __name__ == "__main__":
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label = input('Enter a label: ')
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print("Face registration start...")
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print()
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label = input('Pleas enter your Name/Label: ')
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register_your_face(label)
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Facial_Recognition_Enrollment.enroll_face_dataset()
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print("Data saved! Starting enrollment...")
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print()
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Facial_Recognition_Enrollment.enroll_face_dataset() #Need discuss and modify after intergrate with database.
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print("Face registration completed!")
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print()
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