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 51–75 of 318 papers

Title	Date	Tasks	Status	Hype
OVTrack: Open-Vocabulary Multiple Object Tracking	Apr 17, 2023	DenoisingHallucination	CodeCode Available	1
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
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
Unifying Short and Long-Term Tracking with Graph Hierarchies	Dec 6, 2022	Multiple Object Tracking	CodeCode Available	1
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
SportsTrack: An Innovative Method for Tracking Athletes in Sports Scenes	Nov 14, 2022	Multiple Object TrackingObject Tracking	CodeCode Available	1
SearchTrack: Multiple Object Tracking with Object-Customized Search and Motion-Aware Features	Oct 29, 2022	Multiple Object TrackingObject	CodeCode Available	1
Strong-TransCenter: Improved Multi-Object Tracking based on Transformers with Dense Representations	Oct 24, 2022	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1
EnsembleMOT: A Step towards Ensemble Learning of Multiple Object Tracking	Oct 11, 2022	Ensemble LearningMultiple Object Tracking	CodeCode Available	1
Multiple Object Tracking from appearance by hierarchically clustering tracklets	Oct 7, 2022	ClusteringMulti-Object Tracking	CodeCode Available	1
SoccerNet 2022 Challenges Results	Oct 5, 2022	Action SpottingCamera Calibration	CodeCode Available	1
Fast Online and Relational Tracking	Aug 7, 2022	Multiple Object TrackingObject Tracking	CodeCode Available	1
Transformer-based assignment decision network for multiple object tracking	Aug 6, 2022	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1
Tracking Every Thing in the Wild	Jul 26, 2022	BenchmarkingClassification	CodeCode Available	1
The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting	Jul 19, 2022	Domain GeneralizationMultiple Object Tracking	CodeCode Available	1
Multi-Object Tracking and Segmentation via Neural Message Passing	Jul 15, 2022	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	1
Joint Spatial-Temporal and Appearance Modeling with Transformer for Multiple Object Tracking	May 31, 2022	DecoderMultiple Object Tracking	CodeCode Available	1
Unified Transformer Tracker for Object Tracking	Mar 29, 2022	Multiple Object TrackingObject	CodeCode Available	1
DR.VIC: Decomposition and Reasoning for Video Individual Counting	Mar 23, 2022	Crowd CountingDensity Estimation	CodeCode Available	1
Forward Propagation, Backward Regression, and Pose Association for Hand Tracking in the Wild	Jan 1, 2022	Multiple Object Trackingregression	CodeCode Available	1
SRT3D: A Sparse Region-Based 3D Object Tracking Approach for the Real World	Oct 25, 2021	3D Multi-Object Tracking3D Object Tracking	CodeCode Available	1
ByteTrack: Multi-Object Tracking by Associating Every Detection Box	Oct 13, 2021	GPUMulti-Object Tracking	CodeCode Available	1
KITTI-360: A Novel Dataset and Benchmarks for Urban Scene Understanding in 2D and 3D	Sep 28, 2021	Multiple Object TrackingNovel View Synthesis	CodeCode Available	1
Joint Learning Architecture for Multiple Object Tracking and Trajectory Forecasting	Aug 24, 2021	motion predictionMultiple Object Tracking	CodeCode Available	1

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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