DanceTrack

Dataset Information
Modalities
Images, Videos
Languages
English
Introduced
2021
License
MIT
Homepage

Overview

A large-scale multi-object tracking dataset for human tracking in occlusion, frequent crossover, uniform appearance and diverse body gestures. It is proposed to emphasize the importance of motion analysis in multi-object tracking instead of mainly appearance-matching-based diagram.

Variants: DanceTrack

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Multi-Object Tracking CAMELTrack (fully online) CAMELTrack: Context-Aware Multi-cue ExpLoitation for … 2025-05-02
Multi-Object Tracking SAM2MOT SAM2MOT: A Novel Paradigm of … 2025-04-06
Multi-Object Tracking AED Associate Everything Detected: Facilitating Tracking-by-Detection … 2024-09-14
Multi-Object Tracking Fast-StrongSORT When to Extract ReID Features: … 2024-09-10
Multi-Object Tracking IMM-JHSE One Homography is All You … 2024-09-04
Multi-Object Tracking DeepMoveSORT Engineering an Efficient Object Tracker … 2024-06-30
Multi-Object Tracking ETTrack ETTrack: Enhanced Temporal Motion Predictor … 2024-05-24
Multi-Object Tracking MOTIP (Deformable DETR, with CrowdHuman) Multiple Object Tracking as ID … 2024-03-25
Multi-Object Tracking MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman) Multiple Object Tracking as ID … 2024-03-25
Multi-Object Tracking MOTIP (Deformable DETR) Multiple Object Tracking as ID … 2024-03-25
Multi-Object Tracking MOTIP (DAB-Deformable DETR) Multiple Object Tracking as ID … 2024-03-25
Multi-Object Tracking MambaMOT MambaMOT: State-Space Model as Motion … 2024-03-16
Multi-Object Tracking C-TWiX Learning Data Association for Multi-Object … 2024-03-12
Multi-Object Tracking MoveSORT Beyond Kalman Filters: Deep Learning-Based … 2024-02-15
Multi-Object Tracking UCMCTrack UCMCTrack: Multi-Object Tracking with Uniform … 2023-12-14
Multi-Object Tracking Hybrid-SORT-ReID Hybrid-SORT: Weak Cues Matter for … 2023-08-01
Multi-Object Tracking Hybrid-SORT Hybrid-SORT: Weak Cues Matter for … 2023-08-01
Multi-Object Tracking MeMOTR MeMOTR: Long-Term Memory-Augmented Transformer for … 2023-07-28
Multi-Object Tracking MeMOTR (Deformable DETR) MeMOTR: Long-Term Memory-Augmented Transformer for … 2023-07-28
Multi-Object Tracking SparseTrack SparseTrack: Multi-Object Tracking by Performing … 2023-06-08

Research Papers

Recent papers with results on this dataset: