import numpy as np import cv2 import video class App(object): def __init__(self, video_src): self.cam = video.create_capture(video_src) ret, self.frame = self.cam.read() cv2.namedWindow('camshift') cv2.setMouseCallback('camshift', self.onmouse) self.selection = None self.drag_start = None self.tracking_state = 0 def onmouse(self, event, x, y, flags, param): x, y = np.int16([x, y]) # BUG if event == cv2.EVENT_LBUTTONDOWN: self.drag_start = (x, y) self.tracking_state = 0 if self.drag_start: if flags & cv2.EVENT_FLAG_LBUTTON: h, w = self.frame.shape[:2] xo, yo = self.drag_start x0, y0 = np.maximum(0, np.minimum([xo, yo], [x, y])) x1, y1 = np.minimum([w, h], np.maximum([xo, yo], [x, y])) self.selection = None if x1-x0 > 0 and y1-y0 > 0: self.selection = (x0, y0, x1, y1) else: self.drag_start = None if self.selection is not None: self.tracking_state = 1 def show_hist(self): bin_count = self.hist.shape[0] bin_w = 24 img = np.zeros((256, bin_count*bin_w, 3), np.uint8) for i in xrange(bin_count): h = int(self.hist[i]) cv2.rectangle(img, (i*bin_w+2, 255), ((i+1)*bin_w-2, 255-h), (int(180.0*i/bin_count), 255, 255), -1) img = cv2.cvtColor(img, cv2.COLOR_HSV2BGR) cv2.imshow('hist', img) def run(self): while True: ret, self.frame = self.cam.read() self.frame = self.frame.copy() hsv = cv2.cvtColor(self.frame, cv2.COLOR_BGR2HSV) if self.selection: x0, y0, x1, y1 = self.selection hsv_roi = hsv[y0:y1, x0:x1] hist = cv2.calcHist( [hsv_roi], [0], None, [16], [0, 180] ) cv2.normalize(hist, hist, 0, 255, cv2.NORM_MINMAX); self.hist = hist.reshape(-1) self.show_hist() roi = self.frame[y0:y1, x0:x1] cv2.bitwise_not(roi, roi) if self.tracking_state == 1: self.selection = None prob = cv2.calcBackProject([hsv], [0], self.hist, [0, 180], 1) term_crit = ( cv2.TERM_CRITERIA_EPS | cv2.TERM_CRITERIA_COUNT, 10, 1 ) print cv2.CamShift(prob, term_crit) #cv2.imshow('back', back) cv2.imshow('camshift', self.frame) if cv2.waitKey(5) == 27: break if __name__ == '__main__': import sys try: video_src = sys.argv[1] except: video_src = video.presets['chess'] App(video_src).run()