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Top 16 Python multi-object-tracking Projects
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PaddleDetection
Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object tracking and real-time multi-person keypoint detection.
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Stream
Stream - Scalable APIs for Chat, Feeds, Moderation, & Video. Stream helps developers build engaging apps that scale to millions with performant and flexible Chat, Feeds, Moderation, and Video APIs and SDKs powered by a global edge network and enterprise-grade infrastructure.
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boxmot
BoxMOT: Pluggable SOTA multi-object tracking modules modules for segmentation, object detection and pose estimation models
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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.
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FairMOT
[IJCV-2021] FairMOT: On the Fairness of Detection and Re-Identification in Multi-Object Tracking
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mmtracking
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.
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InfluxDB
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.
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trackers
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 | 2025-07-05View the Project on GitHub
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Yolov7_StrongSORT_OSNet
Real-time multi-camera multi-object tracker using YOLOv7 and StrongSORT with OSNet
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UniTrack
[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)
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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 ?
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classy-sort-yolov5
Ready-to-use realtime multi-object tracker that works for any object category. YOLOv5 + SORT implementation.
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multi_object_tracking
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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Python multi-object-tracking discussion
Python multi-object-tracking related posts
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Tracking sets of Keypoints by Person
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Multi Object Tracking from moving camera
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Does Multi Object Tracking work better (precision/recall) on videos than jury rigging a SOTA image object detection to work on videos?
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[P]We have supported Quasi-Dense Similarity Learning for Multiple Object Tracking.
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[p]We have supported Quasi-Dense Similarity Learning for Multiple Object Tracking
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MMTracking have supported Quasi-Dense Similarity Learning for Multiple Object Tracking.
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MMTracking Supports Quasi-Dense Similarity Learning for Multiple Object Tracking
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A note from our sponsor - SaaSHub
www.saashub.com | 14 Jul 2025
Index
What are some of the best open-source multi-object-tracking projects in Python? This list will help you:
# | Project | Stars |
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1 | PaddleDetection | 13,581 |
2 | boxmot | 7,524 |
3 | ByteTrack | 5,354 |
4 | FairMOT | 4,125 |
5 | UniAD | 4,093 |
6 | mmtracking | 3,741 |
7 | norfair | 2,508 |
8 | trackers | 1,845 |
9 | FastMOT | 1,187 |
10 | multi-object-tracker | 687 |
11 | Yolov7_StrongSORT_OSNet | 455 |
12 | UniTrack | 345 |
13 | deep_sort_realtime | 217 |
14 | tracklab | 164 |
15 | classy-sort-yolov5 | 114 |
16 | multi_object_tracking | 1 |