detect_and_track/tracker.py

31 lines
964 B
Python

import dlib
import cv2 as cv
class Tracker:
def __init__(self):
self.tracker = dlib.correlation_tracker()
self.is_tracking = False
def start_tracking(self, img, bbox):
"""Initialize the tracker with the given bounding box."""
x, y, w, h = bbox
self.tracker.start_track(img, dlib.rectangle(x, y, x + w, y + h))
self.is_tracking = True
def update(self, img):
"""Update the tracker with the new frame."""
if not self.is_tracking:
return None
self.tracker.update(img)
pos = self.tracker.get_position()
x1, y1, x2, y2 = int(pos.left()), int(pos.top()), int(pos.right()), int(pos.bottom())
# Validate the bounding box
if (x2 - x1) > 0 and (y2 - y1) > 0:
return (x1, y1, x2 - x1, y2 - y1) # Valid bounding box
else:
self.is_tracking = False # Stop tracking if the box is invalid
return None