Top 16 Python multi-object-tracking Projects

multi-object-tracking

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1. PaddleDetection

   1 7 13,581 7.7 Python

   Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object tracking and real-time multi-person keypoint detection.

   

2. Stream

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3. boxmot

   2 8 7,524 9.8 Python

   BoxMOT: Pluggable SOTA multi-object tracking modules modules for segmentation, object detection and pose estimation models

   

4. ByteTrack

   3 7 5,354 0.0 Python

   [ECCV 2022] ByteTrack: Multi-Object Tracking by Associating Every Detection Box

   

   Project mention: Using YOLO for Real-Time Object Detection with Koyeb GPUs | dev.to | 2024-07-31

   ByteTrack is a more recent tracking algorithm that is designed to handle occlusions and overlapping objects better. It uses a byte-level representation of objects and a motion model to predict the future position of objects. To enable ByteTrack in YOLOv8, use the bytetrack.yaml configuration file.

5. FairMOT

   4 2 4,125 0.0 Python

   [IJCV-2021] FairMOT: On the Fairness of Detection and Re-Identification in Multi-Object Tracking

   

6. UniAD

   5 1 4,093 6.4 Python

   [CVPR 2023 Best Paper Award] Planning-oriented Autonomous Driving

   

7. mmtracking

   6 7 3,741 1.5 Python

   OpenMMLab Video Perception Toolbox. It supports Video Object Detection (VID), Multiple Object Tracking (MOT), Single Object Tracking (SOT), Video Instance Segmentation (VIS) with a unified framework.

   

8. norfair

   7 4 2,508 6.4 Python

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

   

9. InfluxDB

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   InfluxDB – Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.

   

10. trackers

    8 1 1,845 9.7 Python

    A unified library for object tracking featuring clean room re-implementations of leading multi-object tracking algorithms (by roboflow)

    

    Project mention: Revolutionizing Object Tracking: Introducing the `trackers` Python Library | dev.to | 2025-07-05

    View the Project on GitHub

11. FastMOT

    9 2 1,187 4.4 Python

    High-performance multiple object tracking based on YOLO, Deep SORT, and KLT 🚀

    

12. multi-object-tracker

    10 4 687 6.4 Python

    Multi-object trackers in Python

    

13. Yolov7_StrongSORT_OSNet

    11 1 455 5.7 Python

    Real-time multi-camera multi-object tracker using YOLOv7 and StrongSORT with OSNet

    

14. UniTrack

    12 1 345 1.8 Python

    [NeurIPS'21] Unified tracking framework with a single appearance model. It supports Single Object Tracking (SOT), Video Object Segmentation (VOS), Multi-Object Tracking (MOT), Multi-Object Tracking and Segmentation (MOTS), Pose Tracking, Video Instance Segmentation (VIS), and class-agnostic MOT (e.g. TAO dataset). (by Zhongdao)

    

15. deep_sort_realtime

    13 1 217 2.3 Python

    A really more real-time adaptation of deep sort

    

16. tracklab

    14 1 164 9.4 Python

    A Modular End-to-End Tracking Framework for Research and Development 🎯🔬

    

    Project mention: Show HN: Vidformer – Drop-In Acceleration for Cv2 Video Annotation Scripts | news.ycombinator.com | 2025-03-04

    Ooh, this seems interesting ! I'm working on tracklab (https://github.com/TrackingLaboratory/tracklab), I might try to implement this in the visualization pipeline, which needs some work right now.

    What can I potentially get out of VidFormer when there are a lot of annotations to show ?

17. classy-sort-yolov5

    15 1 114 0.0 Python

    Ready-to-use realtime multi-object tracker that works for any object category. YOLOv5 + SORT implementation.

    

18. multi_object_tracking

    16 1 1 2.7 Python

    Multi-object tracking of water fleas from video. Detects dark blotches on light background, performs multi-object association, tracks them with Kalman filters.

    

19. SaaSHub

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    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

    

Python multi-object-tracking related posts

• Tracking sets of Keypoints by Person

  1 project | /r/computervision | 16 May 2023

• Multi Object Tracking from moving camera

  2 projects | /r/computervision | 2 Jun 2022

• Does Multi Object Tracking work better (precision/recall) on videos than jury rigging a SOTA image object detection to work on videos?

  4 projects | /r/computervision | 1 Jun 2022

• [P]We have supported Quasi-Dense Similarity Learning for Multiple Object Tracking.

  1 project | /r/MachineLearning | 27 Apr 2022

• [p]We have supported Quasi-Dense Similarity Learning for Multiple Object Tracking

  1 project | /r/MachineLearning | 27 Apr 2022

• MMTracking have supported Quasi-Dense Similarity Learning for Multiple Object Tracking.

  1 project | /r/MachineLearning | 27 Apr 2022

• MMTracking Supports Quasi-Dense Similarity Learning for Multiple Object Tracking

  1 project | news.ycombinator.com | 27 Apr 2022
• A note from our sponsor - SaaSHub
  www.saashub.com | 14 Jul 2025

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