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 126–150 of 318 papers

Title	Date	Tasks	Status	Score
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking	Oct 4, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	5
Adaptive Confidence Threshold for ByteTrack in Multi-Object Tracking	Dec 4, 2023	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	5
RobMOT: Robust 3D Multi-Object Tracking by Observational Noise and State Estimation Drift Mitigation on LiDAR PointCloud	May 19, 2024	3D Multi-Object TrackingCPU	CodeCode Available	5
Contrastive Learning for Multi-Object Tracking with Transformers	Nov 14, 2023	Contrastive LearningMulti-Object Tracking	CodeCode Available	5
Robust Multi-Modality Multi-Object Tracking	Sep 9, 2019	Autonomous DrivingMulti-Object Tracking	CodeCode Available	5
Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents	Jan 24, 2018	Change DetectionDeep Reinforcement Learning	CodeCode Available	5
Real-Time Multiple Object Tracking - A Study on the Importance of Speed	Sep 11, 2017	Multiple Object TrackingObject Tracking	CodeCode Available	5
Cell tracking for live-cell microscopy using an activity-prioritized assignment strategy	Oct 20, 2022	Cell TrackingInstance Segmentation	CodeCode Available	5
Enhancing Thermal MOT: A Novel Box Association Method Leveraging Thermal Identity and Motion Similarity	Nov 20, 2024	Multiple Object TrackingObject	CodeCode Available	5
Actor-identified Spatiotemporal Action Detection --- Detecting Who Is Doing What in Videos	Aug 27, 2022	Action ClassificationAction Detection	CodeCode Available	5
Multiple Object Tracking with Kernelized Correlation Filters in Urban Mixed Traffic	Nov 8, 2016	Multiple Object TrackingObject	CodeCode Available	5
Multiple Object Trackers in OpenCV: A Benchmark	Oct 11, 2021	Multiple Object TrackingObject	CodeCode Available	5
Multiple Toddler Tracking in Indoor Videos	Nov 29, 2023	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	5
A Region-based Gauss-Newton Approach to Real-Time Monocular Multiple Object Tracking	Jul 5, 2018	Multiple Object TrackingObject Tracking	CodeCode Available	5
Multiple Hypothesis Hypergraph Tracking for Posture Identification in Embryonic Caenorhabditis elegans	Nov 11, 2021	Cell TrackingMultiple Object Tracking	CodeCode Available	5
Leveraging Foundation Models via Knowledge Distillation in Multi-Object Tracking: Distilling DINOv2 Features to FairMOT	Jul 25, 2024	Knowledge DistillationMulti-Object Tracking	CodeCode Available	5
MOTChallenge 2015: Towards a Benchmark for Multi-Target Tracking	Apr 8, 2015	3D ReconstructionMultiple Object Tracking	CodeCode Available	5
Lucid Data Dreaming for Video Object Segmentation	Mar 28, 2017	Multiple Object TrackingObject	CodeCode Available	5
Learning better representations for crowded pedestrians in offboard LiDAR-camera 3D tracking-by-detection	May 21, 2025	3D Pedestrian TrackingMultiple Object Tracking	CodeCode Available	5
Appearance-free Tripartite Matching for Multiple Object Tracking	Aug 9, 2020	Cell TrackingMultiple Object Tracking	CodeCode Available	5
Beyond Pixels: Leveraging Geometry and Shape Cues for Online Multi-Object Tracking	Feb 26, 2018	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	5
Joint Monocular 3D Vehicle Detection and Tracking	Nov 26, 2018	3D Object Detection3D Pose Estimation	CodeCode Available	5
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking	Feb 15, 2024	Deep LearningMulti-Object Tracking	CodeCode Available	5
Joint Graph Decomposition & Node Labeling: Problem, Algorithms, Applications	Jul 1, 2017	Combinatorial OptimizationMultiple Object Tracking	—Unverified	0
Does Video Compression Impact Tracking Accuracy?	Feb 2, 2022	Multiple Object TrackingObject	—Unverified	0

Show:10 25 50

← PrevPage 6 of 13Next →

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