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 501550 of 671 papers

TitleStatusHype
SAMOT: Switcher-Aware Multi-Object Tracking and Still Another MOT Measure0
HOTA: A Higher Order Metric for Evaluating Multi-Object TrackingCode1
MAT: Motion-Aware Multi-Object Tracking0
Online Multi-Object Tracking and Segmentation with GMPHD Filter and Mask-based Affinity FusionCode1
Compensation Tracker: Reprocessing Lost Object for Multi-Object Tracking0
End-to-End 3D Multi-Object Tracking and Trajectory Forecasting0
Graph Neural Networks for 3D Multi-Object Tracking0
SoDA: Multi-Object Tracking with Soft Data Association0
AB3DMOT: A Baseline for 3D Multi-Object Tracking and New Evaluation Metrics0
Factor Graph based 3D Multi-Object Tracking in Point Clouds0
How Trustworthy are Performance Evaluations for Basic Vision Tasks?Code0
Multi-object Tracking with an Adaptive Generalized Labeled Multi-Bernoulli FilterCode1
Tracking-by-Counting: Using Network Flows on Crowd Density Maps for Tracking Multiple Targets0
CycAs: Self-supervised Cycle Association for Learning Re-identifiable Descriptions0
End-to-End Multi-Object Tracking with Global Response Map0
Learning to associate detections for real-time multiple object tracking0
ReMOTS: Self-Supervised Refining Multi-Object Tracking and Segmentation0
Segment as Points for Efficient Online Multi-Object Tracking and SegmentationCode1
PointTrack++ for Effective Online Multi-Object Tracking and SegmentationCode1
Enhancing the Association in Multi-Object Tracking via Neighbor Graph0
1st Place Solutions for Waymo Open Dataset Challenges -- 2D and 3D Tracking0
IA-MOT: Instance-Aware Multi-Object Tracking with Motion Consistency0
Joint Object Detection and Multi-Object Tracking with Graph Neural NetworksCode1
3D-ZeF: A 3D Zebrafish Tracking Benchmark DatasetCode1
GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking with Multi-Feature LearningCode1
Benchmarking Unsupervised Object Representations for Video SequencesCode1
Quasi-Dense Similarity Learning for Multiple Object TrackingCode1
Map3D: Registration Based Multi-Object Tracking on 3D Serial Whole Slide ImagesCode0
TubeTK: Adopting Tubes to Track Multi-Object in a One-Step Training ModelCode1
Simple Unsupervised Multi-Object Tracking0
GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking With 2D-3D Multi-Feature LearningCode1
Learning a Neural Solver for Multiple Object TrackingCode1
TAO: A Large-Scale Benchmark for Tracking Any Object0
MOTS: Multiple Object Tracking for General Categories Based On Few-Shot Method0
MOPT: Multi-Object Panoptic Tracking0
Multi-Object Tracking with Siamese Track-RCNN0
SQE: a Self Quality Evaluation Metric for Parameters Optimization in Multi-Object Tracking0
End-to-end Learning Improves Static Object Geo-localization in Monocular VideoCode1
Deep Multi-Shot Network for modelling Appearance Similarity in Multi-Person Tracking applications0
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
Tracking Objects as PointsCode2
RetinaTrack: Online Single Stage Joint Detection and TrackingCode1
Real-time 3D Deep Multi-Camera Tracking0
A Unified Object Motion and Affinity Model for Online Multi-Object TrackingCode1
MOT20: A benchmark for multi object tracking in crowded scenes0
PTP: Parallelized Tracking and Prediction with Graph Neural Networks and Diversity Sampling0
DistNet: Deep Tracking by displacement regression: application to bacteria growing in the Mother MachineCode0
Refinements in Motion and Appearance for Online Multi-Object Tracking0
SDVTracker: Real-Time Multi-Sensor Association and Tracking for Self-Driving Vehicles0
Multi-object Tracking via End-to-end Tracklet Searching and Ranking0
Show:102550
← PrevPage 11 of 14Next →

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