Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking

python tracking machine-learning computer-vision deep-learning pytorch yolo image-classification object-detection object-tracking semantic-segmentation pose-estimation instance-segmentation ultralytics rotated-object-detection yolov8 segment-anything yolo11 yolo26 yolo27

• Updated Nov 12, 2026
• Python

Go package for computer vision using OpenCV 4 and beyond. Includes support for DNN, CUDA, OpenCV Contrib, and OpenVINO.

golang opencv video computer-vision tensorflow mjpeg cuda image-processing dnn yolo mjpeg-stream object-tracking video-capture computervision face-tracking object-classification onnx gocv openvino

• Updated May 28, 2026
• Go

[CVPR19/TPAMI23] SiamMask: A Framework for Fast Online Object Tracking and Segmentation

computer-vision deep-learning pytorch visual-tracking read-time object-tracking video-object-segmentation cvpr2019

• Updated Feb 14, 2025
• Python

Lightweight Python library for adding real-time multi-object tracking to any detector.

python tracking object-detection object-tracking kalman-filter pose-estimation re-identification multi-object-tracking re-id tracking-algorithm deepsort video-tracking video-inference-loop

• Updated Apr 30, 2025
• Python

The collection of pre-trained, state-of-the-art AI models for ailia SDK

deep-learning neural-network embeddings gan image-classification face-recognition face-detection object-detection image-segmentation object-tracking object-recognition action-recognition audio-processing pose-estimation anomaly-detection crowd-counting hand-detection fashion-ai background-removal llm

• Updated Nov 10, 2026
• Python

Learn autonomous driving by building it: Python simulations and an open textbook where the system grows one stage at a time. Swap and compare localization, planning and control algorithms in the same system.

python education algorithm localization robotics simulation mapping path-planning perception self-driving-car object-detection textbook slam autonomous-driving autonomous-vehicles path-tracking object-tracking kalman-filter model-predictive-control autonomous-navigation

• Updated Nov 12, 2026
• Python

[ICCV 2023] Tracking Anything with Decoupled Video Segmentation

deep-learning object-tracking video-editing video-segmentation video-object-segmentation iccv2023 open-vocabulary-segmentation open-world-video-segmentation open-vocabulary-video-segmentation

• Updated Apr 26, 2025
• Python

📊 Benchmark multiple object trackers (MOT) in Python

tracker benchmark metrics object-detection object-tracking mot clear-mot-metrics mot-challenge

• Updated Jul 17, 2026
• Python

Object tracking implemented with YOLOv4, DeepSort, and TensorFlow.

tensorflow object-detection object-tracking object-tracker deep-sort yolov4 yolov4-deepsort

• Updated May 22, 2024
• Python

[CVPR'23] Universal Instance Perception as Object Discovery and Retrieval

perception object-detection object-tracking single-object-tracking instance-segmentation multiple-object-tracking video-object-segmentation unified-model referring-expression-segmentation referring-expression-comprehension video-instance-segmentation multi-object-tracking-segmentation referring-video-object-segmentation

• Updated Jul 18, 2023
• Python

YOLOv8 Object Tracking using PyTorch, OpenCV and DeepSORT

yolo object-detection object-tracking vehicle-counting speed-estimation object-counting objecttracking yolov8 yolov8-deepsort

• Updated Mar 4, 2023
• Jupyter Notebook

[CVPR2023] The official repo for OC-SORT: Observation-Centric SORT on video Multi-Object Tracking. OC-SORT is simple, online and robust to occlusion/non-linear motion.

tracking computer-vision deep-learning object-detection object-tracking

• Updated Apr 21, 2026
• Python

Ultralytics YOLOv8, YOLOv9, YOLOv10, YOLOv11, YOLOv12 for ROS 2

yolo object-detection human-pose-estimation object-tracking obb ros2 instance-segmentation oriented-bounding-box 3d-object-detection ultralytics yolov8 yoloe 3d-human-pose-estimation yolo-world yolov9 yolov10 yolov11 yolov12 yolo26

• Updated Nov 4, 2026
• C++

最新版本yolov5+deepsort目标检测和追踪，能够显示目标类别，支持5.0版本可训练自己数据集

computer-vision pytorch object-detection object-tracking deepsort yolov5

• Updated Oct 6, 2022
• Python

Multi-camera live traffic and object counting with YOLO v4, Deep SORT, and Flask.

opencv flask tracking livestream traffic yolo object-detection object-tracking traffic-monitoring real-time-analytics traffic-counter people-counter camera-stream deep-sort imagezmq yolov4 yolo-v4 traffic-counting yolov4-cloud yolov4-deepsort

• Updated Dec 19, 2021
• Python

Algorithms and Publications on 3D Object Tracking

tracking real-time computer-vision paper object-tracking rgbd pose-estimation ijcv multi-modality articulated tpami multi-body accv2020 cvpr2022 iros2023

• Updated Aug 25, 2025
• C++

Python framework that facilitates the quick development of complex video analysis applications and other series-processing based applications in a multiprocessing environment.

video-processing object-detection object-tracking video-analytics video-pipeline

• Updated Oct 30, 2026
• Python

[ECCV'22 Oral] Towards Grand Unification of Object Tracking

object-tracking single-object-tracking multiple-object-tracking video-object-segmentation multi-object-tracking-segmentation

• Updated Oct 17, 2022
• Python

C++ implementation to Detect, track and classify multiple objects using LIDAR scans or point cloud

ros pcl object-tracking multiple-object-tracking lidar-navigation lidar-object-tracking

• Updated Jun 22, 2022
• C++

Tracking Anything in High Quality

object-tracking object-segmentation tracking-anything

• Updated Dec 1, 2023
• Python