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 226–250 of 318 papers

Title	Date	Tasks	Status
Accurate Object Association and Pose Updating for Semantic SLAM	Dec 21, 2020	Multiple Object TrackingObject	—Unverified
Probabilistic Tracklet Scoring and Inpainting for Multiple Object Tracking	Dec 3, 2020	Multiple Object TrackingObject Tracking	—Unverified
A Deep Learning Bidirectional Temporal Tracking Algorithm for Automated Blood Cell Counting from Non-invasive Capillaroscopy Videos	Nov 26, 2020	Cell TrackingMultiple Object Tracking	CodeCode Available
Learning Local Feature Descriptors for Multiple Object Tracking	Nov 20, 2020	Multiple Object TrackingObject	—Unverified
MOTChallenge: A Benchmark for Single-Camera Multiple Target Tracking	Oct 15, 2020	Multiple Object TrackingMultiple People Tracking	—Unverified
An Empirical Analysis of Visual Features for Multiple Object Tracking in Urban Scenes	Oct 15, 2020	Multiple Object TrackingObject Tracking	CodeCode Available
Appearance-free Tripartite Matching for Multiple Object Tracking	Aug 9, 2020	Cell TrackingMultiple Object Tracking	CodeCode Available
Dense Scene Multiple Object Tracking with Box-Plane Matching	Jul 30, 2020	Multiple Object TrackingObject	—Unverified
Unsupervised Spatio-temporal Latent Feature Clustering for Multiple-object Tracking and Segmentation	Jul 14, 2020	ClusteringInstance Segmentation	CodeCode Available
Learning to associate detections for real-time multiple object tracking	Jul 12, 2020	Multi-Object TrackingMultiple Object Tracking	—Unverified
ReMOTS: Self-Supervised Refining Multi-Object Tracking and Segmentation	Jul 7, 2020	Multi-Object TrackingMulti-Object Tracking and Segmentation	—Unverified
IA-MOT: Instance-Aware Multi-Object Tracking with Motion Consistency	Jun 24, 2020	Multi-Object TrackingMultiple Object Tracking	—Unverified
MOTS: Multiple Object Tracking for General Categories Based On Few-Shot Method	May 19, 2020	Computational EfficiencyMulti-Object Tracking	—Unverified
Bayesian nonparametric modeling for predicting dynamic dependencies in multiple object tracking	Apr 22, 2020	Multiple Object TrackingObject	—Unverified
ArTIST: Autoregressive Trajectory Inpainting and Scoring for Tracking	Apr 16, 2020	Human motion predictionmotion prediction	—Unverified
Supervised and Unsupervised Detections for Multiple Object Tracking in Traffic Scenes: A Comparative Study	Mar 30, 2020	Multiple Object TrackingObject	CodeCode Available
MOT20: A benchmark for multi object tracking in crowded scenes	Mar 19, 2020	Multi-Object TrackingMultiple Object Tracking	—Unverified
Tracking Road Users using Constraint Programming	Mar 10, 2020	Multiple Object TrackingObject Tracking	—Unverified
Multi-object Tracking via End-to-end Tracklet Searching and Ranking	Mar 4, 2020	Multi-Object TrackingMultiple Object Tracking	—Unverified
Unsupervised Multiple Person Tracking using AutoEncoder-Based Lifted Multicuts	Feb 4, 2020	ClusteringMultiple Object Tracking	—Unverified
Multiple Object Tracking by Flowing and Fusing	Jan 30, 2020	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
Inference for multiple object tracking: A Bayesian nonparametric approach	Sep 16, 2019	Multi-Object TrackingMultiple Object Tracking	—Unverified
Robust Multi-Modality Multi-Object Tracking	Sep 9, 2019	Autonomous DrivingMulti-Object Tracking	CodeCode Available
Multiple Object Tracking with Motion and Appearance Cues	Sep 1, 2019	Multiple Object TrackingObject	—Unverified

Show:10 25 50

← PrevPage 10 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