Top 16 multi-object-tracking Open-Source Projects

• PaddleDetection

  7 12,074 6.5 Python

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

  

• yolo_tracking

  8 6,110 9.9 Python

  BoxMOT: pluggable SOTA tracking modules for segmentation, object detection and pose estimation models

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• ByteTrack

  6 4,248 0.0 Python

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

• FairMOT

  2 3,929 0.0 Python

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

• mmtracking

  7 3,382 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.

  

Project mention: Tracking sets of Keypoints by Person | /r/computervision | 2023-05-16

I suggest to try the top down approach with the https://openmmlab.com/ open source package. The openmmlab provides multiple algorithms, datasets and pretrained models for various computer vision tasks. Start with mmpose video demo that integrates detection and pose estimation. You can add later tracking with https://github.com/open-mmlab/mmtracking to track the poses in time.

• UniAD

  1 2,809 7.1 Python

  [CVPR 2023 Best Paper] Planning-oriented Autonomous Driving

  

• norfair

  4 2,290 7.0 Python

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

  

Project mention: Seeking Efficient Video Object Tracking and or Video Segmentation Software for Research | /r/computervision | 2023-12-07

If you're familiar with Python you can try using Norfair. It's a lightweight Python library for adding real-time multi-object tracking to any detector. There are lots of examples for you to try, they mostly differ on the object detector.

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• FastMOT

  2 1,095 0.0 Python

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

• multi-object-tracker

  4 665 6.4 Python

  Multi-object trackers in Python

• Yolov7_StrongSORT_OSNet

  1 388 1.0 Python

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

• UniTrack

  1 335 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)

• SportsLabKit

  5 203 6.6 Jupyter Notebook

  A python package for turning sports video into csv files

Project mention: Introducing SportsLabKit: A Toolkit for Multi-Object Tracking in Sports | /r/computervision | 2023-09-24

I'd like to introduce SportsLabKit, a toolkit aimed at improving multi-object tracking in sports through computer vision. This is a project that I have been working on for a while now, and I thought it was about time to share it!

• multi-object-tracking-in-python

  2 201 3.5 Jupyter Notebook

  📡 implementation of multi object tracking algorithms including PMBM (Poisson Multi Bernoulli Mixture filter) in Python 🐍

Project mention: Intro to Multi-Object Tracking | /r/hypeurls | 2023-11-17

• deep_sort_realtime

  1 133 1.7 Python

  A really more real-time adaptation of deep sort

• classy-sort-yolov5

  1 107 0.0 Python

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

• multi_object_tracking

  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.

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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 - WorkOS
  workos.com | 29 Apr 2024

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