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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

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Showing 171–180 of 318 papers

Title	Date	Tasks	Status	Hype
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
Real Time Pear Fruit Detection and Counting Using YOLOv4 Models and Deep SORT	Jul 14, 2021	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1
Semi-TCL: Semi-Supervised Track Contrastive Representation Learning	Jul 6, 2021	Multiple Object TrackingObject	—Unverified	0
Prototypical Cross-Attention Networks for Multiple Object Tracking and Segmentation	Jun 22, 2021	Multi-Object Tracking and SegmentationMultiple Object Track and Segmentation	CodeCode Available	1
Multiple Object Tracking with Mixture Density Networks for Trajectory Estimation	Jun 21, 2021	Multi-Object TrackingMultiple Object Tracking	—Unverified	0
Improving Multiple Object Tracking With Single Object Tracking	Jun 19, 2021	Multiple Object TrackingObject	—Unverified	0

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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