Upload 2 files
Browse files- facedet.py +47 -0
- facetracker.h5 +3 -0
facedet.py
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import tensorflow as tf
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import json
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import numpy as np
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from matplotlib import pyplot as plt
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import cv2
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from tensorflow.keras.models import load_model
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#Load the model
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facetracker = load_model('facetracker.h5')
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#Load the video
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cap = cv2.VideoCapture(0)
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while cap.isOpened():
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# Capture frame-by-frame
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_ , frame = cap.read()
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frame = frame[50:500, 50:500,:]
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rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
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resized = tf.image.resize(rgb, (120,120))
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yhat = facetracker.predict(np.expand_dims(resized/255,0))
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sample_coords = yhat[1][0]
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if yhat[0] > 0.5:
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# Controls the main rectangle
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cv2.rectangle(frame,
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tuple(np.multiply(sample_coords[:2], [450,450]).astype(int)),
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tuple(np.multiply(sample_coords[2:], [450,450]).astype(int)),
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(255,0,0), 2)
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# Controls the label rectangle
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cv2.rectangle(frame,
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tuple(np.add(np.multiply(sample_coords[:2], [450,450]).astype(int),
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[0,-30])),
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tuple(np.add(np.multiply(sample_coords[:2], [450,450]).astype(int),
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[80,0])),
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(255,0,0), -1)
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# Controls the text rendered
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cv2.putText(frame, 'Muka', tuple(np.add(np.multiply(sample_coords[:2], [450,450]).astype(int),
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[0,-5])),
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cv2.FONT_HERSHEY_SIMPLEX, 1, (255,255,255), 2, cv2.LINE_AA)
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# Display the resulting frame
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cv2.imshow('Face Detection', frame)
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# Press Q on keyboard to exit
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if cv2.waitKey(1) & 0xFF == ord('q'):
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break
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cap.release()
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cv2.destroyAllWindows()
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facetracker.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:997421d95d0cd7c5a574872f2cc473914c4570464663a1a3650c21727358b067
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size 67363272
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