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Multiple Object Tracking

Multiple Object Tracking is the problem of automatically identifying multiple objects in a video and representing them as a set of trajectories with high accuracy.

Source: SOT for MOT

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–318 of 318 papers

Title	Date	Tasks	Status	Hype
Leveraging Foundation Models via Knowledge Distillation in Multi-Object Tracking: Distilling DINOv2 Features to FairMOT	Jul 25, 2024	Knowledge DistillationMulti-Object Tracking	CodeCode Available	0
Learning better representations for crowded pedestrians in offboard LiDAR-camera 3D tracking-by-detection	May 21, 2025	3D Pedestrian TrackingMultiple Object Tracking	CodeCode Available	0
Actor-identified Spatiotemporal Action Detection --- Detecting Who Is Doing What in Videos	Aug 27, 2022	Action ClassificationAction Detection	CodeCode Available	0
Joint Monocular 3D Vehicle Detection and Tracking	Nov 26, 2018	3D Object Detection3D Pose Estimation	CodeCode Available	0
A Deep Learning Bidirectional Temporal Tracking Algorithm for Automated Blood Cell Counting from Non-invasive Capillaroscopy Videos	Nov 26, 2020	Cell TrackingMultiple Object Tracking	CodeCode Available	0
Joint Graph Decomposition and Node Labeling: Problem, Algorithms, Applications	Nov 14, 2016	Combinatorial OptimizationMultiple Object Tracking	CodeCode Available	0
Into the Fog: Evaluating Robustness of Multiple Object Tracking	Apr 12, 2024	Depth EstimationMonocular Depth Estimation	CodeCode Available	0
Supervised and Unsupervised Detections for Multiple Object Tracking in Traffic Scenes: A Comparative Study	Mar 30, 2020	Multiple Object TrackingObject	CodeCode Available	0
3D Multi-Object Tracking: A Baseline and New Evaluation Metrics	Jul 9, 2019	3D Multi-Object Tracking3D Pedestrian Tracking	CodeCode Available	0
A Region-based Gauss-Newton Approach to Real-Time Monocular Multiple Object Tracking	Jul 5, 2018	Multiple Object TrackingObject Tracking	CodeCode Available	0
One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation	Sep 4, 2024	All	CodeCode Available	0
TGCN: Time Domain Graph Convolutional Network for Multiple Objects Tracking	Jan 6, 2021	Multiple Object TrackingObject	CodeCode Available	0
A Feasibility Study on Indoor Localization and Multi-person Tracking Using Sparsely Distributed Camera Network with Edge Computing	May 8, 2023	Edge-computingHuman Detection	CodeCode Available	0
Graph Neural Based End-to-end Data Association Framework for Online Multiple-Object Tracking	Jul 11, 2019	Graph Neural NetworkMultiple Object Tracking	CodeCode Available	0
Contrastive Learning for Multi-Object Tracking with Transformers	Nov 14, 2023	Contrastive LearningMulti-Object Tracking	CodeCode Available	0
Cell tracking for live-cell microscopy using an activity-prioritized assignment strategy	Oct 20, 2022	Cell TrackingInstance Segmentation	CodeCode Available	0
GIAOTracker: A comprehensive framework for MCMOT with global information and optimizing strategies in VisDrone 2021	Feb 24, 2022	Multiple Object TrackingObject	CodeCode Available	0
Enhancing Thermal MOT: A Novel Box Association Method Leveraging Thermal Identity and Motion Similarity	Nov 20, 2024	Multiple Object TrackingObject	CodeCode Available	0

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All datasets KITTI Test (Online Methods)BDD100K val BDD100K test CroHD SportsMOT KITTI Test (Offline Methods)RADIATE Waymo Open Dataset GMOT-40 UA-DETRAC YouTube-Hands

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SRK ODESA	MOTA	90.03	—	Unverified
2	MOSTFusion	MOTA	84.83	—	Unverified
3	mmMOT-normal	MOTA	84.77	—	Unverified
4	3DT	MOTA	84.52	—	Unverified
5	Mono3DT	MOTA	84.52	—	Unverified
6	RRC-IIITH	MOTA	84.24	—	Unverified
7	RobMOT (Dynamic)	HOTA	81.8	—	Unverified
8	RobMOT	HOTA	81.76	—	Unverified
9	MCTrack	HOTA	81.07	—	Unverified
10	KFDL	HOTA	81.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ByteTrack	mMOTA	45.5	—	Unverified
2	UNINEXT-H	mMOTA	44.2	—	Unverified
3	MOTRv2	mMOTA	43.6	—	Unverified
4	QDTrack	mMOTA	42.1	—	Unverified
5	ContrasTR	mMOTA	41.7	—	Unverified
6	Unicorn	mMOTA	41.2	—	Unverified
7	TETer	mMOTA	39.1	—	Unverified
8	QDTrack	mMOTA	36.6	—	Unverified
9	Adaptive-searching -windows Tracker	mMOTA	34.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ContrasTR	mMOTA	42.8	—	Unverified
2	SUSHI	mMOTA	40.2	—	Unverified
3	ByteTrack	mMOTA	40.1	—	Unverified
4	QDtrack	mMOTA	35.6	—	Unverified
5	Yu et al.	mMOTA	26.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PP-Tracking	MOTA	72.6	—	Unverified
2	OC-SORT	MOTA	67.9	—	Unverified
3	HeadHunter-T	MOTA	63.6	—	Unverified
4	Tracktor	MOTA	58.9	—	Unverified
5	SORT	MOTA	46.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MOTIP (Deformable DETR, with SportsMOT val)	HOTA	75.2	—	Unverified
2	TrackSSM	HOTA	74.4	—	Unverified
3	MOTIP (Deformable DETR)	HOTA	71.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MCTrack	HOTA	82.75	—	Unverified
2	BiTrack	HOTA	82.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SIRA	MOTA	47.79	—	Unverified
2	TempoRadar	MOTA	37.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	QDTrack	MOTA	55.6	—	Unverified
2	RetinaTrack	MOTA	44.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAC-SORT	HOTA	58.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EB & TADN	MOTA	23.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HandLer	MOTA	70	—	Unverified