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 101150 of 671 papers

TitleStatusHype
SharkTrack: an accurate, generalisable software for streamlining shark and ray underwater video analysis0
Leveraging Foundation Models via Knowledge Distillation in Multi-Object Tracking: Distilling DINOv2 Features to FairMOTCode0
CORT: Class-Oriented Real-time Tracking for Embedded Systems0
OCTrack: Benchmarking the Open-Corpus Multi-Object Tracking0
Temporal Correlation Meets Embedding: Towards a 2nd Generation of JDE-based Real-Time Multi-Object TrackingCode0
Boosting Online 3D Multi-Object Tracking through Camera-Radar Cross Check0
Lost and Found: Overcoming Detector Failures in Online Multi-Object TrackingCode1
DroneMOT: Drone-based Multi-Object Tracking Considering Detection Difficulties and Simultaneous Moving of Drones and ObjectsCode1
Visual Multi-Object Tracking with Re-Identification and Occlusion Handling using Labeled Random Finite SetsCode1
Deep Learning-Based Robust Multi-Object Tracking via Fusion of mmWave Radar and Camera Sensors0
FeatureSORT: Essential Features for Effective Tracking0
TF-SASM: Training-free Spatial-aware Sparse Memory for Multi-object TrackingCode0
SSP-GNN: Learning to Track via Bilevel Optimization0
Engineering an Efficient Object Tracker for Non-Linear Motion0
StreamMOTP: Streaming and Unified Framework for Joint 3D Multi-Object Tracking and Trajectory Prediction0
Basketball-SORT: An Association Method for Complex Multi-object Occlusion Problems in Basketball Multi-object Tracking0
BiTrack: Bidirectional Offline 3D Multi-Object Tracking Using Camera-LiDAR DataCode1
POPCat: Propagation of particles for complex annotation tasks0
The Progression of Transformers from Language to Vision to MOT: A Literature Review on Multi-Object Tracking with Transformers0
Hierarchical IoU Tracking based on IntervalCode0
OCMCTrack: Online Multi-Target Multi-Camera Tracking with Corrective Matching Cascade0
Efficient online multi-camera tracking with memory-efficient accumulated appearance features and trajectory validation0
Cluster Self-Refinement for Enhanced Online Multi-Camera People TrackingCode1
Overlap Suppression Clustering for Offline Multi-Camera People Tracking0
A Robust Online Multi-Camera People Tracking System With Geometric Consistency and State-aware Re-ID CorrectionCode2
An Online Approach and Evaluation Method for Tracking People Across Cameras in Extremely Long Video Sequence0
Online Multi-camera People Tracking with Spatial-temporal Mechanism and Anchor-feature Hierarchical ClusteringCode0
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU0
LaMOT: Language-Guided Multi-Object TrackingCode1
Bootstrapping Referring Multi-Object TrackingCode1
Multi-Granularity Language-Guided Multi-Object TrackingCode1
S2-Track: A Simple yet Strong Approach for End-to-End 3D Multi-Object Tracking0
Multi-Object Tracking based on Imaging Radar 3D Object Detection0
Convolutional Unscented Kalman Filter for Multi-Object Tracking with Outliers0
Towards Generalizable Multi-Object TrackingCode1
Track Initialization and Re-Identification for~3D Multi-View Multi-Object TrackingCode1
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking0
An Approximate Dynamic Programming Framework for Occlusion-Robust Multi-Object Tracking0
PuTR: A Pure Transformer for Decoupled and Online Multi-Object TrackingCode1
Multi Player Tracking in Ice Hockey with Homographic Projections0
RobMOT: Robust 3D Multi-Object Tracking by Observational Noise and State Estimation Drift Mitigation on LiDAR PointCloudCode0
ADA-Track++: End-to-End Multi-Camera 3D Multi-Object Tracking with Alternating Detection and AssociationCode2
MAML MOT: Multiple Object Tracking based on Meta-Learning0
Multi-Object Tracking in the DarkCode1
DriveWorld: 4D Pre-trained Scene Understanding via World Models for Autonomous Driving0
TeamTrack: A Dataset for Multi-Sport Multi-Object Tracking in Full-pitch Videos0
MLS-Track: Multilevel Semantic Interaction in RMOT0
Inverse Neural Rendering for Explainable Multi-Object Tracking0
BoostTrack: boosting the similarity measure and detection confidence for improved multiple object trackingCode3
SFSORT: Scene Features-based Simple Online Real-Time TrackerCode2
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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