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 276–300 of 318 papers

Title	Date	Tasks	Status
Multiple-object tracking in cluttered and crowded public spaces	Sep 25, 2013	Motion DetectionMultiple Object Tracking	—Unverified
Multiple Object Tracking in Recent Times: A Literature Review	Sep 11, 2022	Autonomous Drivingmotion prediction	—Unverified
Multiple Object Tracking in Urban Traffic Scenes with a Multiclass Object Detector	Sep 6, 2018	General ClassificationMultiple Object Tracking	—Unverified
Multiple object tracking with context awareness	Nov 24, 2014	Activity RecognitionMultiple Object Tracking	—Unverified
Multiple Object Tracking with Correlation Learning	Apr 8, 2021	Multiple Object TrackingObject	—Unverified
Multiple Object Tracking with Mixture Density Networks for Trajectory Estimation	Jun 21, 2021	Multi-Object TrackingMultiple Object Tracking	—Unverified
Multiple Object Tracking with Motion and Appearance Cues	Sep 1, 2019	Multiple Object TrackingObject	—Unverified
Multi-Scene Generalized Trajectory Global Graph Solver with Composite Nodes for Multiple Object Tracking	Dec 14, 2023	Multi-Object TrackingMultiple Object Tracking	—Unverified
Near-Online Multi-target Tracking with Aggregated Local Flow Descriptor	Apr 9, 2015	Multiple Object Tracking	—Unverified
NTrack: A Multiple-Object Tracker and Dataset for Infield Cotton Boll Counting	Dec 18, 2023	Multiple Object TrackingObject	—Unverified
Occlusion-Robust Online Multi-Object Visual Tracking using a GM-PHD Filter with CNN-Based Re-Identification	Dec 10, 2019	Large-Scale Person Re-IdentificationMultiple Object Tracking	—Unverified
Online and Real-Time Tracking in a Surveillance Scenario	Jun 2, 2021	Multiple Object TrackingObject Tracking	—Unverified
Online Multi-Object Tracking via Structural Constraint Event Aggregation	Jun 1, 2016	Multi-Object TrackingMultiple Object Tracking	—Unverified
OST: Efficient One-stream Network for 3D Single Object Tracking in Point Clouds	Oct 16, 2022	3D Single Object TrackingMultiple Object Tracking	—Unverified
Overlap Suppression Clustering for Offline Multi-Camera People Tracking	Jun 17, 2024	ClusteringMulti-Object Tracking	—Unverified
PatchTrack: Multiple Object Tracking Using Frame Patches	Jan 1, 2022	DecoderMultiple Object Tracking	—Unverified
PathTrack: Fast Trajectory Annotation with Path Supervision	Mar 7, 2017	Multiple Object TrackingObject	—Unverified
POI: Multiple Object Tracking with High Performance Detection and Appearance Feature	Oct 19, 2016	Multiple Object TrackingObject Tracking	—Unverified
Probabilistic Tracklet Scoring and Inpainting for Multiple Object Tracking	Dec 3, 2020	Multiple Object TrackingObject Tracking	—Unverified
RelationTrack: Relation-aware Multiple Object Tracking with Decoupled Representation	May 10, 2021	Multiple Object TrackingObject	—Unverified
ReMOTS: Self-Supervised Refining Multi-Object Tracking and Segmentation	Jul 7, 2020	Multi-Object TrackingMulti-Object Tracking and Segmentation	—Unverified
Robust Online Multi-target Visual Tracking using a HISP Filter with Discriminative Deep Appearance Learning	Aug 11, 2019	Large-Scale Person Re-IdentificationMultiple Object Tracking	—Unverified
Robust Privacy-Preserving Motion Detection and Object Tracking in Encrypted Streaming Video	Aug 30, 2021	Motion DetectionMoving Object Detection	—Unverified
S^3Track: Self-supervised Tracking with Soft Assignment Flow	May 17, 2023	Multiple Object TrackingObject	—Unverified
Samba: Synchronized Set-of-Sequences Modeling for Multiple Object Tracking	Oct 2, 2024	Multiple Object TrackingObject 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