work on obj_detect sample
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samples/python2/obj_detect.py
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79
samples/python2/obj_detect.py
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import numpy as np
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import cv2, cv
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import common
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def detect(img, cascade):
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min_size = (20, 20)
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haar_scale = 1.1
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min_neighbors = 3
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haar_flags = 0
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rects = cascade.detectMultiScale(img, haar_scale, min_neighbors, haar_flags, min_size)
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if len(rects) == 0:
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return
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rects[:,2:] += rects[:,:2]
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return rects
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def detect_turned(img, cascade):
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img_t = cv2.transpose(img)
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img_cw = cv2.flip(img_t, 1)
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img_ccw = cv2.flip(img_t, 0)
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r = detect(img, cascade)
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r_cw = detect(img_cw, cascade)
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r_ccw = detect(img_ccw, cascade)
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h, w = img.shape[:2]
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if r_cw is not None:
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r_cw[:,[0, 2]] = h - r_cw[:,[0, 2]] - 1
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r_cw = r_cw[:,[1,0,3,2]]
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if r_ccw is not None:
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r_ccw[:,[1, 3]] = w - r_ccw[:,[1, 3]] - 1
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r_ccw = r_ccw[:,[1,0,3,2]]
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rects = np.vstack( [a for a in [r, r_cw, r_ccw] if a is not None] )
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return rects
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def process_image(fn, cascade):
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pass
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if __name__ == '__main__':
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import sys
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import getopt
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args, img_mask = getopt.getopt(sys.argv[1:], '', ['cascade='])
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args = dict(args)
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cascade_fn = args.get('--cascade', "../../data/haarcascades/haarcascade_frontalface_alt.xml")
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cascade = cv2.CascadeClassifier(cascade_fn)
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img = cv2.imread('test.jpg')
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h, w = img.shape[:2]
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r = 512.0 / max(h, w)
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small = cv2.resize(img, (int(w*r), int(h*r)), interpolation=cv2.INTER_AREA)
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rects = detect_turned(small, cascade)
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print rects
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for x1, y1, x2, y2 in rects:
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cv2.rectangle(small, (x1, y1), (x2, y2), (0, 255, 0))
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cv2.circle(small, (x1, y1), 2, (0, 0, 255), -1)
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cv2.imshow('img', small)
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cv2.waitKey()
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'''
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img = cv2.imread('test.jpg')
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h, w = img.shape[:2]
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r = 512.0 / max(h, w)
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small = cv2.resize(img, (w*r, h*r), interpolation=cv2.INTER_AREA)
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cv2.imshow('img', small)
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cv2.waitKey()
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'''
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