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 551600 of 671 papers

TitleStatusHype
Argus: Efficient Activity Detection System for Extended Video Analysis0
PointTrackNet: An End-to-End Network For 3-D Object Detection and Tracking From Point Clouds0
MPM: Joint Representation of Motion and Position Map for Cell TrackingCode1
JRMOT: A Real-Time 3D Multi-Object Tracker and a New Large-Scale DatasetCode1
ABCTracker: an easy-to-use, cloud-based application for tracking multiple objects0
Detection and Tracking Meet Drones ChallengeCode2
Probabilistic 3D Multi-Object Tracking for Autonomous DrivingCode1
A Bayesian Filter for Multi-view 3D Multi-object Tracking with Occlusion Handling0
Improving End-to-End Object Tracking Using Relational Reasoning0
Extending Multi-Object Tracking systems to better exploit appearance and 3D information0
Rethinking Temporal Object Detection from Robotic Perspectives0
Learning a Neural Solver for Multiple Object TrackingCode1
Learning Multi-Object Tracking and Segmentation from Automatic Annotations0
muSSP: Efficient Min-cost Flow Algorithm for Multi-object TrackingCode0
Locality Aware Appearance Metric for Multi-Target Multi-Camera TrackingCode0
Multi-Object Portion Tracking in 4D Fluorescence Microscopy Imagery with Deep Feature Maps0
Using Panoramic Videos for Multi-person Localization and Tracking in a 3D Panoramic CoordinateCode0
Efficient Global Multi-object Tracking Under Minimum-cost Circulation FrameworkCode0
Eye in the Sky: Drone-Based Object Tracking and 3D Localization0
Compact Network Training for Person ReID0
AlignNet-3D: Fast Point Cloud Registration of Partially Observed ObjectsCode0
Instance-Level Future Motion Estimation in a Single Image Based on Ordinal Regression0
Track to Reconstruct and Reconstruct to TrackCode0
Towards Real-Time Multi-Object TrackingCode2
Inference for multiple object tracking: A Bayesian nonparametric approach0
Robust Multi-Modality Multi-Object TrackingCode0
Aerial multi-object tracking by detection using deep association networks0
Multi Target Tracking by Learning from Generalized Graph DifferencesCode0
A fast multi-object tracking system using an object detector ensemble0
Online Multi-Object Tracking Framework with the GMPHD Filter and Occlusion Group ManagementCode1
End-to-End Learning Deep CRF models for Multi-Object Tracking0
Deep Learning in Video Multi-Object Tracking: A Survey0
End-to-end Recurrent Multi-Object Tracking and Trajectory Prediction with Relational Reasoning0
3D Multi-Object Tracking: A Baseline and New Evaluation MetricsCode0
How To Train Your Deep Multi-Object TrackerCode0
Multiple People Tracking using Body and Joint Detections0
FANTrack: 3D Multi-Object Tracking with Feature Association NetworkCode0
Remote Photoplethysmograph Signal Measurement from Facial Videos Using Spatio-Temporal NetworksCode0
EM-Fusion: Dynamic Object-Level SLAM with Probabilistic Data AssociationCode0
Spatial-Temporal Relation Networks for Multi-Object Tracking0
INFER: INtermediate representations for FuturE pRedictionCode0
Multi-person Articulated Tracking with Spatial and Temporal Embeddings0
Detection and Tracking of Small Objects in Sparse 3D Laser Range Data0
Tracking without bells and whistlesCode1
Online Multi-Object Tracking with Instance-Aware Tracker and Dynamic Model Refreshment0
MOTS: Multi-Object Tracking and Segmentation0
Online Multi-Object Tracking with Dual Matching Attention NetworksCode0
Multi-Object Tracking with Multiple Cues and Switcher-Aware Classification0
Pixel personality for dense object tracking in a 2D honeybee hive0
Learning Non-Uniform Hypergraph for Multi-Object Tracking0
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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