import cv2 import sys (major_ver, minor_ver, subminor_ver) = (cv2.__version__).split('.') if __name__ == '__main__' : # Set up tracker. # Instead of MIL, you can also use tracker_types = ['BOOSTING', 'MIL','KCF', 'TLD', 'MEDIANFLOW', 'GOTURN', 'MOSSE', 'CSRT'] tracker_type = tracker_types[1] if int(minor_ver) < 3: tracker = cv2.Tracker_create(tracker_type) else: 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() if tracker_type == 'MOSSE': tracker = cv2.TrackerMOSSE_create() if tracker_type == "CSRT": tracker = cv2.TrackerCSRT_create() # Read video video = cv2.VideoCapture("./validation/TestVideo.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 = (857, 189, 346, 434) # Initialize tracker with first frame and bounding box ok = tracker.init(frame, bbox) frame_count = 0 while True: # Read a new frame ok, frame = video.read() if not ok: break # Start timer timer = cv2.getTickCount() # Update tracker ok, bbox = tracker.update(frame) # Calculate Frames per second (FPS) fps = cv2.getTickFrequency() / (cv2.getTickCount() - timer); # 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])) with open("./ground_truth.txt", 'a') as output_file: output_file.write(f"{frame_count}, {p1[0]}, {p1[1]}, {p2[0]}, {p2[1]}\n") cv2.rectangle(frame, p1, p2, (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); # 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) frame_count += 1 # Exit if ESC pressed k = cv2.waitKey(1) & 0xff if k == 27 : break