Trackers 2.1.0.

[SkalskiP]

Changelog

Warning

Starting with version 2.1.0, Trackers package drops support for Python 3.9. If your environment still relies on Python 3.9, stay on Trackers 2.0.x or upgrade your Python runtime to 3.10 or newer.

Warning

Starting with version 2.1.0, the Trackers package drops support for DeepSORTTracker and ReIDModel. We plan to bring back improved ReID support in future releases.

🚀 Added

Added support for ByteTrack, a fast tracking by detection algorithm focused on stable identities under occlusion. We evaluated both SORT and ByteTrack implementations on three standard multiple object tracking benchmarks, MOT17, SportsMOT, and SoccerNet Tracking.

Algorithm	Trackers API	MOT17 HOTA	MOT17 IDF1	MOT17 MOTA	SportsMOT HOTA	SoccerNet HOTA
SORT	SORTTracker	58.4	69.9	67.2	70.9	81.6
ByteTrack	ByteTrackTracker	60.1	73.2	74.1	73.0	84.0

import cv2
import supervision as sv
from rfdetr import RFDETRMedium
from trackers import ByteTrack

tracker = ByteTrack()
model = RFDETRMedium()

box_annotator = sv.BoxAnnotator()
label_annotator = sv.LabelAnnotator()

video_capture = cv2.VideoCapture("<SOURCE_VIDEO_PATH>")
if not video_capture.isOpened():
    raise RuntimeError("Failed to open video source")

while True:
    success, frame_bgr = video_capture.read()
    if not success:
        break

    frame_rgb = cv2.cvtColor(frame_bgr, cv2.COLOR_BGR2RGB)
    detections = model.predict(frame_rgb)
    detections = tracker.update(detections)

    annotated_frame = box_annotator.annotate(frame_bgr, detections)
    annotated_frame = label_annotator.annotate(annotated_frame, detections, labels=detections.tracker_id)

    cv2.imshow("RF-DETR + ByteTrack", annotated_frame)
    if cv2.waitKey(1) & 0xFF == ord("q"):
        break

video_capture.release()
cv2.destroyAllWindows()

rf-detr-1.4.0-and-trackers-2.1.0-promo.mp4

🏆 Contributors

@tstanczyk95 (Tomasz Stańczyk), @AlexBodner (Alexander Bodner), @Borda (Jirka Borovec), @SkalskiP (Piotr Skalski)

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This discussion was created from the release Trackers 2.1.0..