Open Source Computer Vision Library https://opencv.org/
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import numpy as np
import cv2, cv
import video
from common import nothing, clock, draw_str
MHI_DURATION = 1.0
DEFAULT_THRESHOLD = 16
MAX_TIME_DELTA = 0.5
MIN_TIME_DELTA = 0.05
if __name__ == '__main__':
import sys
try: video_src = sys.argv[1]
except: video_src = 'synth:class=chess:bg=../cpp/lena.jpg:noise=0.01'
cv2.namedWindow('motempl')
visuals = ['input', 'frame_diff', 'motion_hist', 'grad_orient']
cv2.createTrackbar('visual', 'motempl', 2, len(visuals)-1, nothing)
cv2.createTrackbar('threshold', 'motempl', DEFAULT_THRESHOLD, 255, nothing)
cam = video.create_capture(video_src)
ret, frame = cam.read()
h, w = frame.shape[:2]
prev_frame = frame.copy()
motion_history = np.zeros((h, w), np.float32)
hsv = np.zeros((h, w, 3), np.uint8)
hsv[:,:,1] = 255
while True:
ret, frame = cam.read()
frame_diff = cv2.absdiff(frame, prev_frame)
gray_diff = cv2.cvtColor(frame_diff, cv.CV_BGR2GRAY)
thrs = cv2.getTrackbarPos('threshold', 'motempl')
ret, motion_mask = cv2.threshold(gray_diff, thrs, 255, cv2.THRESH_BINARY)
timestamp = clock()
cv2.updateMotionHistory(motion_mask, motion_history, timestamp, MHI_DURATION)
mg_mask, mg_orient = cv2.calcMotionGradient( motion_history, MAX_TIME_DELTA, MIN_TIME_DELTA, apertureSize=5 );
visual_name = visuals[cv2.getTrackbarPos('visual', 'motempl')]
if visual_name == 'input':
vis = frame.copy()
elif visual_name == 'frame_diff':
vis = frame_diff.copy()
elif visual_name == 'motion_hist':
vis = np.uint8(np.clip((motion_history-(timestamp-MHI_DURATION)) / MHI_DURATION, 0, 1)*255)
vis = cv2.cvtColor(vis, cv.CV_GRAY2BGR)
elif visual_name == 'grad_orient':
hsv[:,:,0] = mg_orient/2
hsv[:,:,2] = mg_mask*255
vis = cv2.cvtColor(hsv, cv.CV_HSV2BGR)
draw_str(vis, (20, 20), visual_name)
cv2.imshow('motempl', vis)
prev_frame = frame.copy()
if cv2.waitKey(5) == 27:
break