SOTAVerified

Multi-Object Tracking

Multi-Object Tracking is a task in computer vision that involves detecting and tracking multiple objects within a video sequence. The goal is to identify and locate objects of interest in each frame and then associate them across frames to keep track of their movements over time. This task is challenging due to factors such as occlusion, motion blur, and changes in object appearance, and is typically solved using algorithms that integrate object detection and data association techniques.

Papers

Showing 201250 of 671 papers

TitleStatusHype
iKUN: Speak to Trackers without RetrainingCode1
Real-time Online Multi-Object Tracking in Compressed DomainCode1
DanceTrack: Multi-Object Tracking in Uniform Appearance and Diverse MotionCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
A Unified Object Motion and Affinity Model for Online Multi-Object TrackingCode1
HOTA: A Higher Order Metric for Evaluating Multi-Object TrackingCode1
TransCenter: Transformers with Dense Representations for Multiple-Object TrackingCode1
Learning to Track with Object PermanenceCode1
TrackFormer: Multi-Object Tracking with TransformersCode1
Fast and Resource-Efficient Object Tracking on Edge Devices: A Measurement StudyCode1
Tracking Grow-Finish Pigs Across Large Pens Using Multiple CamerasCode1
TransTrack: Multiple Object Tracking with TransformerCode1
4D Panoptic LiDAR SegmentationCode1
RetinaTrack: Online Single Stage Joint Detection and TrackingCode1
TopTrack: Tracking Objects By Their TopCode0
HopTrack: A Real-time Multi-Object Tracking System for Embedded DevicesCode0
Towards Frame Rate Agnostic Multi-Object TrackingCode0
Temporal Correlation Meets Embedding: Towards a 2nd Generation of JDE-based Real-Time Multi-Object TrackingCode0
TF-SASM: Training-free Spatial-aware Sparse Memory for Multi-object TrackingCode0
HA-ViD: A Human Assembly Video Dataset for Comprehensive Assembly Knowledge UnderstandingCode0
3D Multi-Object Tracking: A Baseline and New Evaluation MetricsCode0
3D Multi-Object Tracking Employing MS-GLMB Filter for Autonomous DrivingCode0
Contrastive Learning for Multi-Object Tracking with TransformersCode0
SMOT: Single-Shot Multi Object TrackingCode0
ConsistencyTrack: A Robust Multi-Object Tracker with a Generation Strategy of Consistency ModelCode0
A time-weighted metric for sets of trajectories to assess multi-object tracking algorithmsCode0
Collaborative Tracking Learning for Frame-Rate-Insensitive Multi-Object TrackingCode0
Robust Unsupervised Multi-Object Tracking in Noisy EnvironmentsCode0
Robust Multi-Modality Multi-Object TrackingCode0
Robust Online Video Instance Segmentation with Track QueriesCode0
RobMOT: Robust 3D Multi-Object Tracking by Observational Noise and State Estimation Drift Mitigation on LiDAR PointCloudCode0
FANTrack: 3D Multi-Object Tracking with Feature Association NetworkCode0
Eyes on the Road: State-of-the-Art Video Question Answering Models Assessment for Traffic Monitoring TasksCode0
Argus: Efficient Activity Detection System for Extended Video AnalysisCode0
Remote Photoplethysmograph Signal Measurement from Facial Videos Using Spatio-Temporal NetworksCode0
Extended Isolation ForestCode0
Exploit the Connectivity: Multi-Object Tracking with TrackletNetCode0
Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-IdentificationCode0
Representation Alignment Contrastive Regularization for Multi-Object TrackingCode0
Siamese-DETR for Generic Multi-Object TrackingCode0
EM-Fusion: Dynamic Object-Level SLAM with Probabilistic Data AssociationCode0
Ego-Motion Aware Target Prediction Module for Robust Multi-Object TrackingCode0
ByteTrackV2: 2D and 3D Multi-Object Tracking by Associating Every Detection BoxCode0
Online Multi-Object Tracking with Dual Matching Attention NetworksCode0
Efficient Global Multi-object Tracking Under Minimum-cost Circulation FrameworkCode0
Hierarchical IoU Tracking based on IntervalCode0
Online Multi-camera People Tracking with Spatial-temporal Mechanism and Anchor-feature Hierarchical ClusteringCode0
Online multi-object tracking via robust collaborative model and sample selectionCode0
An Occlusion‐aware Edge‐Based Method for Monocular 3D Object Tracking using Edge Confidence.Code0
Observation Centric and Central Distance Recovery on Sports Player TrackingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1STGTMOTA76.7Unverified
2TransCenterMOTA76Unverified
3TrackFormerMOTA74.1Unverified
4FairMOTMOTA73.7Unverified
5OUTrack_fmMOTA73.5Unverified
6LMOTMOTA72Unverified
7TraDeSMOTA69.1Unverified
8TADNMOTA69Unverified
9QDTrackMOTA68.7Unverified
10CenterTrack + TrajEMOTA67.8Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2MOTHOTA75.9Unverified
2MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman)HOTA73.7Unverified
3MOTRv2HOTA73.4Unverified
4MOTIP (Deformable DETR, with CrowdHuman)HOTA71.4Unverified
5MOTIP (DAB-Deformable DETR)HOTA70Unverified
6CO-MOTHOTA69.4Unverified
7CAMELTrack (fully online)HOTA69.3Unverified
8MeMOTRHOTA68.5Unverified
9MOTIP (Deformable DETR)HOTA67.5Unverified
10MT_IOTHOTA66.66Unverified
#ModelMetricClaimedVerifiedStatus
1STGTMOTA77.5Unverified
2TransCenterMOTA72.4Unverified
3OUTrack_fmMOTA68.5Unverified
4GSDTMOTA67.1Unverified
5BoostTrack++HOTA66.4Unverified
6BoostTrack+HOTA66.2Unverified
7TrackTrackHOTA65.7Unverified
8AdapTrackHOTA65Unverified
9CMTrackHOTA64.8Unverified
10Deep OC-SORTHOTA63.9Unverified
#ModelMetricClaimedVerifiedStatus
1PPTrackingMOTA77.7Unverified
2ReMOTMOTA76.9Unverified
3SGTMOTA76.8Unverified
4STGTMOTA76.7Unverified
5FairMOTMOTA74.9Unverified
6UniTrackMOTA74.7Unverified
7OUTrack_fmMOTA74.2Unverified
8LMOTMOTA73.2Unverified
9TraDeSMOTA70.1Unverified
10QDTrackMOTA69.8Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEIoU + GTAHOTA81Unverified
2HAT-FastReID-MOTHOTA80.8Unverified
3CAMELTrack (fully online)HOTA80.4Unverified
4Deep HM-SORTHOTA80.1Unverified
5AEDHOTA79.1Unverified
6DeepMoveSORTHOTA78.7Unverified
7Deep-EIoUHOTA77.2Unverified
8MoveSORTHOTA74.6Unverified
9ETTrackHOTA74.3Unverified
10MixSort-OCHOTA74.1Unverified
#ModelMetricClaimedVerifiedStatus
1OmniTrackHOTA26.92Unverified
2OC-SORTHOTA25.04Unverified
3HybridSORTHOTA25.01Unverified
4ByteTrackHOTA25Unverified
5SORTHOTA23.49Unverified
6Bot-SORTHOTA22.9Unverified
7DeepSORTHOTA22.15Unverified
8DiffMOTHOTA19.96Unverified
9TrackFormerHOTA19.16Unverified
10MOTRv2HOTA18.22Unverified
#ModelMetricClaimedVerifiedStatus
1AED (Co-DETR)TETA55.3Unverified
2GLEE-ProTETA47.2Unverified
3GLEE-PlusTETA41.5Unverified
4GLEE-LiteTETA40.1Unverified
5AED (RegionCLIP)TETA37Unverified
6TETer-HTCTETA36.85Unverified
7TETer-SwinTTETA34.61Unverified
8TETerTETA33.25Unverified
9AOATETA25.27Unverified
#ModelMetricClaimedVerifiedStatus
1MCBLTIDF195.6Unverified
2TrackTacular (Bilinear Sampling)IDF195.3Unverified
3MVFlowIDF193.5Unverified
4EarlyBirdIDF192.3Unverified
5ReSTIDF186.7Unverified
6DMCT StackIDF181.9Unverified
7DMCTIDF177.8Unverified
8GLMB-YOLOv3IDF174.3Unverified
9GLMB-DOIDF172.5Unverified
#ModelMetricClaimedVerifiedStatus
1MCBLTHOTA81.22Unverified
2YachiyoHOTA71.94Unverified
3SJTU-LenovoHOTA67.22Unverified
4NotaHOTA60.93Unverified
5FraunhoferIOSBHOTA60.88Unverified
6UW-ETRIHOTA57.14Unverified
7ARVHOTA51.06Unverified
8AsillaHOTA40.34Unverified
#ModelMetricClaimedVerifiedStatus
1ReMOTSsMOTSA70.4Unverified
2UniTracksMOTSA68.9Unverified
3UnicornsMOTSA65.3Unverified
4TrackFormersMOTSA54.9Unverified
5TraDessMOTSA50.8Unverified
6Track R-CNNsMOTSA40.6Unverified