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 151–175 of 318 papers

Title	Date	Tasks	Status	Hype
SoccerNet-Tracking: Multiple Object Tracking Dataset and Benchmark in Soccer Videos	Apr 14, 2022	BenchmarkingMultiple Object Tracking	—Unverified	0
Exploiting Temporal Relations on Radar Perception for Autonomous Driving	Apr 3, 2022	2D Object DetectionAutonomous Driving	—Unverified	0
SIMBAR: Single Image-Based Scene Relighting For Effective Data Augmentation For Automated Driving Vision Tasks	Apr 1, 2022	Autonomous DrivingData Augmentation	—Unverified	0
PP-YOLOE: An evolved version of YOLO	Mar 30, 2022	2D Object DetectionDense Object Detection	CodeCode Available	4
Interactive Multi-scale Fusion of 2D and 3D Features for Multi-object Tracking	Mar 30, 2022	Autonomous DrivingMulti-Object Tracking	—Unverified	0
Unified Transformer Tracker for Object Tracking	Mar 29, 2022	Multiple Object TrackingObject	CodeCode Available	1
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking	Mar 27, 2022	CPUMulti-Object Tracking	CodeCode Available	3
DR.VIC: Decomposition and Reasoning for Video Individual Counting	Mar 23, 2022	Crowd CountingDensity Estimation	CodeCode Available	1
GIAOTracker: A comprehensive framework for MCMOT with global information and optimizing strategies in VisDrone 2021	Feb 24, 2022	Multiple Object TrackingObject	CodeCode Available	0
Unsupervised Multiple-Object Tracking with a Dynamical Variational Autoencoder	Feb 18, 2022	Multi-Object TrackingMultiple Object Tracking	—Unverified	0
Does Video Compression Impact Tracking Accuracy?	Feb 2, 2022	Multiple Object TrackingObject	—Unverified	0
Learning Pixel Trajectories with Multiscale Contrastive Random Walks	Jan 20, 2022	Multiple Object TrackingObject	—Unverified	0
Forward Propagation, Backward Regression, and Pose Association for Hand Tracking in the Wild	Jan 1, 2022	Multiple Object Trackingregression	CodeCode Available	1
PatchTrack: Multiple Object Tracking Using Frame Patches	Jan 1, 2022	DecoderMultiple Object Tracking	—Unverified	0
LMGP: Lifted Multicut Meets Geometry Projections for Multi-Camera Multi-Object Tracking	Nov 23, 2021	3D geometryMulti-Object Tracking	—Unverified	0
Multiple Hypothesis Hypergraph Tracking for Posture Identification in Embryonic Caenorhabditis elegans	Nov 11, 2021	Cell TrackingMultiple Object Tracking	CodeCode Available	0
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
Multi-Object Tracking and Segmentation with a Space-Time Memory Network	Oct 21, 2021	Instance SegmentationMulti-Object Tracking	—Unverified	0
ByteTrack: Multi-Object Tracking by Associating Every Detection Box	Oct 13, 2021	GPUMulti-Object Tracking	CodeCode Available	1
Multiple Object Trackers in OpenCV: A Benchmark	Oct 11, 2021	Multiple Object TrackingObject	CodeCode Available	0
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
Extended Object Tracking Using Sets Of Trajectories with a PHD Filter	Sep 2, 2021	Multiple Object TrackingObject	—Unverified	0
Robust Privacy-Preserving Motion Detection and Object Tracking in Encrypted Streaming Video	Aug 30, 2021	Motion DetectionMoving Object Detection	—Unverified	0
Making Higher Order MOT Scalable: An Efficient Approximate Solver for Lifted Disjoint Paths	Aug 24, 2021	Multiple Object TrackingObject Tracking	CodeCode Available	1
Joint Learning Architecture for Multiple Object Tracking and Trajectory Forecasting	Aug 24, 2021	motion predictionMultiple Object Tracking	CodeCode Available	1

Show:10 25 50

← PrevPage 7 of 13Next →

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