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
FishMOT: A Simple and Effective Method for Fish Tracking Based on IoU Matching	Sep 6, 2023	Fish DetectionMulti-Object Tracking	CodeCode Available	1
Learning a Neural Solver for Multiple Object Tracking	Jun 1, 2020	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1
CHOTA: A Higher Order Accuracy Metric for Cell Tracking	Aug 21, 2024	Cell TrackingMultiple Object Tracking	CodeCode Available	1
DEFT: Detection Embeddings for Tracking	Feb 3, 2021	3D Multi-Object TrackingMulti-Object Tracking	CodeCode Available	1
Chained-Tracker: Chaining Paired Attentive Regression Results for End-to-End Joint Multiple-Object Detection and Tracking	Jul 29, 2020	Multiple Object TrackingObject	CodeCode Available	1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking	Apr 4, 2020	FairnessMulti-Object Tracking	CodeCode Available	1
Learning a Proposal Classifier for Multiple Object Tracking	Mar 14, 2021	ClusteringGraph Clustering	CodeCode Available	1
PointTrack++ for Effective Online Multi-Object Tracking and Segmentation	Jul 3, 2020	Data AugmentationDecoder	CodeCode Available	1
MOT16: A Benchmark for Multi-Object Tracking	Mar 2, 2016	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1
Quasi-Dense Similarity Learning for Multiple Object Tracking	Jun 11, 2020	Contrastive LearningMetric Learning	CodeCode Available	1
Distractor-Aware Fast Tracking via Dynamic Convolutions and MOT Philosophy	Apr 25, 2021	Multiple Object TrackingObject Tracking	CodeCode Available	1
BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask Learning	May 12, 2018	Autonomous DrivingDiversity	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
ByteTrack: Multi-Object Tracking by Associating Every Detection Box	Oct 13, 2021	GPUMulti-Object Tracking	CodeCode Available	1
Learnable Graph Matching: A Practical Paradigm for Data Association	Mar 27, 2023	Graph MatchingGraph Neural Network	CodeCode Available	1
Joint Spatial-Temporal and Appearance Modeling with Transformer for Multiple Object Tracking	May 31, 2022	DecoderMultiple Object Tracking	CodeCode Available	1
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports	Jun 22, 2023	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1
JRMOT: A Real-Time 3D Multi-Object Tracker and a New Large-Scale Dataset	Feb 19, 2020	Autonomous NavigationMotion Planning	CodeCode Available	1
Learnable Graph Matching: Incorporating Graph Partitioning with Deep Feature Learning for Multiple Object Tracking	Mar 30, 2021	Graph Matchinggraph partitioning	CodeCode Available	1
BiTrack: Bidirectional Offline 3D Multi-Object Tracking Using Camera-LiDAR Data	Jun 26, 2024	3D Multi-Object TrackingMulti-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
Forward Propagation, Backward Regression, and Pose Association for Hand Tracking in the Wild	Jan 1, 2022	Multiple Object Trackingregression	CodeCode Available	1
Fooling Detection Alone is Not Enough: First Adversarial Attack against Multiple Object Tracking	May 27, 2019	Adversarial AttackAutonomous Driving	CodeCode Available	1
Joint Learning Architecture for Multiple Object Tracking and Trajectory Forecasting	Aug 24, 2021	motion predictionMultiple Object Tracking	CodeCode Available	1
GMOT-40: A Benchmark for Generic Multiple Object Tracking	Nov 24, 2020	Multiple Object TrackingObject	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