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 101–125 of 318 papers

Title	Date	Tasks	Status	Hype
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes	Apr 11, 2023	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	2
Streaming Video Model	Mar 30, 2023	Action RecognitionDecoder	CodeCode Available	1
Learnable Graph Matching: A Practical Paradigm for Data Association	Mar 27, 2023	Graph MatchingGraph Neural Network	CodeCode Available	1
Collaborative Multi-Object Tracking with Conformal Uncertainty Propagation	Mar 25, 2023	Autonomous VehiclesConformal Prediction	—Unverified	0
3D-POP - An automated annotation approach to facilitate markerless 2D-3D tracking of freely moving birds with marker-based motion capture	Mar 23, 2023	3D Pose EstimationAnimal Pose Estimation	CodeCode Available	1
Universal Instance Perception as Object Discovery and Retrieval	Mar 12, 2023	Described Object DetectionGeneralized Referring Expression Comprehension	CodeCode Available	3
Virtual Sparse Convolution for Multimodal 3D Object Detection	Mar 4, 2023	3D Multi-Object Tracking3D Object Detection	CodeCode Available	2
Focus On Details: Online Multi-object Tracking with Diverse Fine-grained Representation	Feb 28, 2023	Multi-Object TrackingMultiple Object Tracking	—Unverified	0
Spatio-Temporal Point Process for Multiple Object Tracking	Feb 5, 2023	Multiple Object TrackingObject	—Unverified	0
Tracking without Label: Unsupervised Multiple Object Tracking via Contrastive Similarity Learning	Jan 1, 2023	Multiple Object TrackingObject	—Unverified	0
Tracking Multiple Deformable Objects in Egocentric Videos	Jan 1, 2023	DisentanglementMotion Disentanglement	—Unverified	0
UTM: A Unified Multiple Object Tracking Model With Identity-Aware Feature Enhancement	Jan 1, 2023	Multiple Object Trackingobject-detection	—Unverified	0
Joint Counting, Detection and Re-Identification for Multi-Object Tracking	Dec 12, 2022	Multi-Object TrackingMultiple Object Tracking	—Unverified	0
Sparse Message Passing Network with Feature Integration for Online Multiple Object Tracking	Dec 6, 2022	Multiple Object TrackingObject Tracking	—Unverified	0
Unifying Short and Long-Term Tracking with Graph Hierarchies	Dec 6, 2022	Multiple Object Tracking	CodeCode Available	1
Generalizing Multiple Object Tracking to Unseen Domains by Introducing Natural Language Representation	Dec 3, 2022	Domain GeneralizationMulti-Object Tracking	—Unverified	0
Hard to Track Objects with Irregular Motions and Similar Appearances? Make It Easier by Buffering the Matching Space	Nov 24, 2022	Motion EstimationMulti-Object Tracking	CodeCode Available	1
MOTRv2: Bootstrapping End-to-End Multi-Object Tracking by Pretrained Object Detectors	Nov 17, 2022	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	2
SMILEtrack: SiMIlarity LEarning for Occlusion-Aware Multiple Object Tracking	Nov 16, 2022	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	2
SportsTrack: An Innovative Method for Tracking Athletes in Sports Scenes	Nov 14, 2022	Multiple Object TrackingObject Tracking	CodeCode Available	1
An Improved End-to-End Multi-Target Tracking Method Based on Transformer Self-Attention	Nov 11, 2022	DecoderMultiple Object Tracking	—Unverified	0
Efficient Joint Detection and Multiple Object Tracking with Spatially Aware Transformer	Nov 9, 2022	Multi-Object TrackingMultiple Object Tracking	—Unverified	0
SearchTrack: Multiple Object Tracking with Object-Customized Search and Motion-Aware Features	Oct 29, 2022	Multiple Object TrackingObject	CodeCode Available	1
The 1st-place Solution for ECCV 2022 Multiple People Tracking in Group Dance Challenge	Oct 27, 2022	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	2
End-to-end Tracking with a Multi-query Transformer	Oct 26, 2022	Multiple Object TrackingObject	—Unverified	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