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	Score
Learnable Graph Matching: A Practical Paradigm for Data Association	Mar 27, 2023	Graph MatchingGraph Neural Network	CodeCode Available	1	5
STCMOT: Spatio-Temporal Cohesion Learning for UAV-Based Multiple Object Tracking	Sep 17, 2024	Multiple Object TrackingObject	CodeCode Available	1	5
DyGLIP: A Dynamic Graph Model with Link Prediction for Accurate Multi-Camera Multiple Object Tracking	Jun 12, 2021	Link PredictionMultiple Object Tracking	CodeCode Available	1	5
DR.VIC: Decomposition and Reasoning for Video Individual Counting	Mar 23, 2022	Crowd CountingDensity Estimation	CodeCode Available	1	5
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	5
Heterogeneous Graph Transformer for Multiple Tiny Object Tracking in RGB-T Videos	Dec 14, 2024	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1	5
Lifted Disjoint Paths with Application in Multiple Object Tracking	Jun 25, 2020	global-optimizationMultiple Object Tracking	CodeCode Available	1	5
Temporally Guided Articulated Hand Pose Tracking in Surgical Videos	Jan 12, 2021	Action RecognitionHand Pose Estimation	CodeCode Available	1	5
DEFT: Detection Embeddings for Tracking	Feb 3, 2021	3D Multi-Object TrackingMulti-Object Tracking	CodeCode Available	1	5
Joint Graph Decomposition and Node Labeling: Problem, Algorithms, Applications	Nov 14, 2016	Combinatorial OptimizationMultiple Object Tracking	CodeCode Available	0	5
Into the Fog: Evaluating Robustness of Multiple Object Tracking	Apr 12, 2024	Depth EstimationMonocular Depth Estimation	CodeCode Available	0	5
3D Multi-Object Tracking: A Baseline and New Evaluation Metrics	Jul 9, 2019	3D Multi-Object Tracking3D Pedestrian Tracking	CodeCode Available	0	5
One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation	Sep 4, 2024	All	CodeCode Available	0	5
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	5
An Empirical Analysis of Visual Features for Multiple Object Tracking in Urban Scenes	Oct 15, 2020	Multiple Object TrackingObject Tracking	CodeCode Available	0	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	0	5
Robust Multi-Modality Multi-Object Tracking	Sep 9, 2019	Autonomous DrivingMulti-Object Tracking	CodeCode Available	0	5
How To Train Your Deep Multi-Object Tracker	Jun 15, 2019	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	0	5
Real-Time Multiple Object Tracking - A Study on the Importance of Speed	Sep 11, 2017	Multiple Object TrackingObject Tracking	CodeCode Available	0	5
Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents	Jan 24, 2018	Change DetectionDeep Reinforcement Learning	CodeCode Available	0	5
Unsupervised Spatio-temporal Latent Feature Clustering for Multiple-object Tracking and Segmentation	Jul 14, 2020	ClusteringInstance Segmentation	CodeCode Available	0	5
Soccer Player Tracking in Low Quality Video	May 22, 2021	Multiple Object TrackingObject Tracking	CodeCode Available	0	5
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	5
Deep Affinity Network for Multiple Object Tracking	Oct 28, 2018	BenchmarkingMultiple Object Tracking	CodeCode Available	0	5
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	5

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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