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tracking.py
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# -*- coding: utf-8 -*-
"""
Created on Tue Nov 28 15:24:49 2017
@author: ziga
"""
import cv2
import sys
import mosse
import dlib
if __name__ == '__main__' :
# Set up tracker.
# Instead of MIL, you can also use
tracker_types = ['BOOSTING', 'MIL','KCF', 'TLD', 'MEDIANFLOW', 'GOTURN']
tracker_type = tracker_types[2]
if tracker_type == 'BOOSTING':
tracker = cv2.TrackerBoosting_create()
if tracker_type == 'MIL':
tracker = cv2.TrackerMIL_create()
if tracker_type == 'KCF':
tracker = cv2.TrackerKCF_create()
if tracker_type == 'TLD':
tracker = cv2.TrackerTLD_create()
if tracker_type == 'MEDIANFLOW':
tracker = cv2.TrackerMedianFlow_create()
if tracker_type == 'GOTURN':
tracker = cv2.TrackerGOTURN_create()
# tracker = dlib.correlation_tracker()
# Read video
video = cv2.VideoCapture("TestShort3.mp4")
# Exit if video not opened.
if not video.isOpened():
print "Could not open video"
sys.exit()
# Read first frame.
ok, frame = video.read()
if not ok:
print 'Cannot read video file'
sys.exit()
# Define an initial bounding box
# bbox = (287, 23, 86, 320)
# Uncomment the line below to select a different bounding box
# bbox = cv2.selectROI(frame, False)
# Initialize tracker with first frame and bounding box
i = 0
selected=False
while True:
# Read a new frame
ok, frame = video.read()
frame = cv2.resize(frame, (426, 300))
# frame_gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
if not ok:
break
# Start timer
timer = cv2.getTickCount()
# CHOOSE WHERE TO START
if i > 250:
if selected == False:
bbox = cv2.selectROI(frame, False)
# tracker.start_track(frame, dlib.rectangle(bbox[0], bbox[1], bbox[0]+bbox[2], bbox[1]+bbox[3]))
ok = tracker.init(frame, bbox)
# tracker = mosse.MOSSE(frame_gray, [bbox[0],bbox[1],bbox[0]+bbox[2],bbox[1]+bbox[3]])
selected = True
# Update tracker
if i % 2 == 0:
ok, bbox = tracker.update(frame)
print ok,bbox
# tracker.update(frame_gray)
# ok = True
tracker.update(frame)
# Draw bounding box
if ok:
# Tracking success
p1 = (int(bbox[0]), int(bbox[1]))
p2 = (int(bbox[0] + bbox[2]), int(bbox[1] + bbox[3]))
cv2.rectangle(frame, p1, p2, (255,0,0), 2, 1)
# a = tracker.get_position()
# print (a.right()-a.left())*(a.bottom()-a.top())
# cv2.rectangle(frame, (int(a.left()),int(a.top())), (int(a.right()),int(a.bottom())), (255,0,0), 2, 1)
# cv2.rectangle(frame,tracker.box()[0],tracker.box()[1],(255,0,0), 2, 1)
else:
# Tracking failure
cv2.putText(frame, "Tracking failure detected", (100,80), cv2.FONT_HERSHEY_SIMPLEX, 0.75,(0,0,255),2)
# Display tracker type on frame
cv2.putText(frame, tracker_type + " Tracker", (100,20), cv2.FONT_HERSHEY_SIMPLEX, 0.75, (50,170,50),2);
# Calculate Frames per second (FPS)
fps = cv2.getTickFrequency() / (cv2.getTickCount() - timer);
# Display FPS on frame
cv2.putText(frame, "FPS : " + str(int(fps)), (100,50), cv2.FONT_HERSHEY_SIMPLEX, 0.75, (50,170,50), 2);
# Display result
cv2.imshow("Tracking", frame)
i += 1
# Exit if ESC pressed
k = cv2.waitKey(1) & 0xff
if k == 27 : break