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 126–150 of 318 papers

Title	Date	Tasks	Status	Hype
Strong-TransCenter: Improved Multi-Object Tracking based on Transformers with Dense Representations	Oct 24, 2022	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1
Cell tracking for live-cell microscopy using an activity-prioritized assignment strategy	Oct 20, 2022	Cell TrackingInstance Segmentation	CodeCode Available	0
OST: Efficient One-stream Network for 3D Single Object Tracking in Point Clouds	Oct 16, 2022	3D Single Object TrackingMultiple Object Tracking	—Unverified	0
QDTrack: Quasi-Dense Similarity Learning for Appearance-Only Multiple Object Tracking	Oct 12, 2022	Contrastive LearningMultiple Object Tracking	CodeCode Available	2
EnsembleMOT: A Step towards Ensemble Learning of Multiple Object Tracking	Oct 11, 2022	Ensemble LearningMultiple Object Tracking	CodeCode Available	1
Multiple Object Tracking from appearance by hierarchically clustering tracklets	Oct 7, 2022	ClusteringMulti-Object Tracking	CodeCode Available	1
SoccerNet 2022 Challenges Results	Oct 5, 2022	Action SpottingCamera Calibration	CodeCode Available	1
MOTSLAM: MOT-assisted monocular dynamic SLAM using single-view depth estimation	Oct 5, 2022	3D Object TrackingAutonomous Driving	—Unverified	0
Multiple Object Tracking in Recent Times: A Literature Review	Sep 11, 2022	Autonomous Drivingmotion prediction	—Unverified	0
Actor-identified Spatiotemporal Action Detection --- Detecting Who Is Doing What in Videos	Aug 27, 2022	Action ClassificationAction Detection	CodeCode Available	0
Tackling multiple object tracking with complicated motions—Re-designing the integration of motion and appearance	Aug 22, 2022	Multiple Object TrackingObject	—Unverified	0
Fast Online and Relational Tracking	Aug 7, 2022	Multiple Object TrackingObject Tracking	CodeCode Available	1
Transformer-based assignment decision network for multiple object tracking	Aug 6, 2022	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1
Significant changes in EEG neural oscillations during different phases of three-dimensional multiple object tracking task (3D-MOT) imply different roles for attention and working memory	Jul 29, 2022	EEGElectroencephalogram (EEG)	—Unverified	0
Why Accuracy Is Not Enough: The Need for Consistency in Object Detection	Jul 28, 2022	Image CompressionMultiple Object Tracking	—Unverified	0
TransFiner: A Full-Scale Refinement Approach for Multiple Object Tracking	Jul 26, 2022	DecoderMultiple Object Tracking	—Unverified	0
Tracking Every Thing in the Wild	Jul 26, 2022	BenchmarkingClassification	CodeCode Available	1
Video object tracking based on YOLOv7 and DeepSORT	Jul 25, 2022	Multiple Object TrackingObject	—Unverified	0
The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting	Jul 19, 2022	Domain GeneralizationMultiple Object Tracking	CodeCode Available	1
Multi-Object Tracking and Segmentation via Neural Message Passing	Jul 15, 2022	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	1
Towards Grand Unification of Object Tracking	Jul 14, 2022	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	2
Depth Perspective-aware Multiple Object Tracking	Jul 10, 2022	Depth EstimationMultiple Object Tracking	—Unverified	0
SiamMask: A Framework for Fast Online Object Tracking and Segmentation	Jul 5, 2022	Multiple Object TrackingObject	CodeCode Available	4
Joint Spatial-Temporal and Appearance Modeling with Transformer for Multiple Object Tracking	May 31, 2022	DecoderMultiple Object Tracking	CodeCode Available	1
Improving tracking with a tracklet associator	Apr 22, 2022	Multiple Object TrackingObject Tracking	—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