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 201–225 of 318 papers

Title	Date	Tasks	Status
GIAOTracker: A comprehensive framework for MCMOT with global information and optimizing strategies in VisDrone 2021	Feb 24, 2022	Multiple Object TrackingObject	CodeCode Available
Unsupervised Multiple-Object Tracking with a Dynamical Variational Autoencoder	Feb 18, 2022	Multi-Object TrackingMultiple Object Tracking	—Unverified
Does Video Compression Impact Tracking Accuracy?	Feb 2, 2022	Multiple Object TrackingObject	—Unverified
Learning Pixel Trajectories with Multiscale Contrastive Random Walks	Jan 20, 2022	Multiple Object TrackingObject	—Unverified
PatchTrack: Multiple Object Tracking Using Frame Patches	Jan 1, 2022	DecoderMultiple Object Tracking	—Unverified
LMGP: Lifted Multicut Meets Geometry Projections for Multi-Camera Multi-Object Tracking	Nov 23, 2021	3D geometryMulti-Object Tracking	—Unverified
Multiple Hypothesis Hypergraph Tracking for Posture Identification in Embryonic Caenorhabditis elegans	Nov 11, 2021	Cell TrackingMultiple Object Tracking	CodeCode Available
Multi-Object Tracking and Segmentation with a Space-Time Memory Network	Oct 21, 2021	Instance SegmentationMulti-Object Tracking	—Unverified
Multiple Object Trackers in OpenCV: A Benchmark	Oct 11, 2021	Multiple Object TrackingObject	CodeCode Available
Extended Object Tracking Using Sets Of Trajectories with a PHD Filter	Sep 2, 2021	Multiple Object TrackingObject	—Unverified
Robust Privacy-Preserving Motion Detection and Object Tracking in Encrypted Streaming Video	Aug 30, 2021	Motion DetectionMoving Object Detection	—Unverified
Semi-TCL: Semi-Supervised Track Contrastive Representation Learning	Jul 6, 2021	Multiple Object TrackingObject	—Unverified
Multiple Object Tracking with Mixture Density Networks for Trajectory Estimation	Jun 21, 2021	Multi-Object TrackingMultiple Object Tracking	—Unverified
Improving Multiple Object Tracking With Single Object Tracking	Jun 19, 2021	Multiple Object TrackingObject	—Unverified
Online and Real-Time Tracking in a Surveillance Scenario	Jun 2, 2021	Multiple Object TrackingObject Tracking	—Unverified
A Joint Intensity-Neuromorphic Event Imaging System for Resource Constrained Devices	May 29, 2021	Multiple Object TrackingObject	—Unverified
Soccer Player Tracking in Low Quality Video	May 22, 2021	Multiple Object TrackingObject Tracking	CodeCode Available
Uncertainty in Minimum Cost Multicuts for Image and Motion Segmentation	May 16, 2021	Motion SegmentationMultiple Object Tracking	—Unverified
RelationTrack: Relation-aware Multiple Object Tracking with Decoupled Representation	May 10, 2021	Multiple Object TrackingObject	—Unverified
Multiple Object Tracking with Correlation Learning	Apr 8, 2021	Multiple Object TrackingObject	—Unverified
TransMOT: Spatial-Temporal Graph Transformer for Multiple Object Tracking	Apr 1, 2021	DecoderMulti-Object Tracking	—Unverified
Multi-object Tracking with a Hierarchical Single-branch Network	Jan 6, 2021	Multi-Object TrackingMultiple Object Tracking	—Unverified
TGCN: Time Domain Graph Convolutional Network for Multiple Objects Tracking	Jan 6, 2021	Multiple Object TrackingObject	CodeCode Available
GAKP: GRU Association and Kalman Prediction for Multiple Object Tracking	Dec 28, 2020	Multiple Object TrackingObject Tracking	—Unverified
Limitation of Acyclic Oriented Graphs Matching as Cell Tracking Accuracy Measure when Evaluating Mitosis	Dec 22, 2020	Cell TrackingMulti-Object Tracking	—Unverified

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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