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Demo47_TrackingCamShift.py
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Demo47_TrackingCamShift.py
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#==============================================================================
# By: Mahnoor Anjum
# Date: 8/12/2018
# Codes inspired by:
# Official Documentation
# opencv-python-tutroals.readthedocs.io
#==============================================================================
import numpy as np
import cv2
cap = cv2.VideoCapture(0)
# take first frame of the video
ret,frame = cap.read()
# setup initial location of window
r,h,c,w = 200,90,400,100
bounding_window = (c,r,w,h)
lower_color = np.array([90,10,10])
upper_color = np.array([130,255,255])
# set up the ROI for tracking
roi = frame[r:r+h, c:c+w]
hsv_roi = cv2.cvtColor(frame, cv2.COLOR_BGR2HSV)
mask = cv2.inRange(hsv_roi, lower_color, upper_color)
roi_hist = cv2.calcHist([hsv_roi],[0],mask,[180],[0,180])
cv2.normalize(roi_hist,roi_hist,0,255,cv2.NORM_MINMAX)
# Setup the termination criteria, either 10 iteration or move by atleast 1 pt
term_crit = ( cv2.TERM_CRITERIA_EPS | cv2.TERM_CRITERIA_COUNT, 10, 1 )
while True:
ret ,frame = cap.read()
if ret == True:
hsv = cv2.cvtColor(frame, cv2.COLOR_BGR2HSV)
dst = cv2.calcBackProject([hsv],[0],roi_hist,[0,180],1)
# apply meanshift to get the new location
ret, bounding_window = cv2.CamShift(dst, bounding_window, term_crit)
# Draw the poly
pts = cv2.boxPoints(ret)
pts = np.int0(pts)
feed = cv2.polylines(frame,[pts],True, 255,2)
feed = cv2.flip(feed, 1)
cv2.imshow('video feed',feed)
if cv2.waitKey(1) == 13: #13 is the Enter Key
break
cv2.destroyAllWindows()
cap.release()