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DanceTrack

Introduced by Peize Sun et al. in DanceTrack: Multi-Object Tracking in Uniform Appearance and Diverse Motion29 Nov 2021 archive 2025-07-28

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.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Multi-Object Tracking DanceTrack SAM2MOT HOTA 75.9 SAM2MOT: A Novel Paradigm of Multi-Object Tracking by... TripleJoy/SAM2MOT 37 Compare

Papers archive 2025-07-28

30 shown of 32 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 91. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Focusing on Tracks for Online Multi-Object Tracking 1 1 15 Jun 2025 not harvested
CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object Tracking 1 1 2 May 2025 not harvested
SAM2MOT: A Novel Paradigm of Multi-Object Tracking by Segmentation 1 1 6 Apr 2025 not harvested
A Confidence-Aware Matching Strategy For Generalized Multi-Object Tracking 1 1 27 Sep 2024 not harvested
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown 1 1 14 Sep 2024 not harvested
When to Extract ReID Features: A Selective Approach for Improved Multiple Object Tracking 2 1 10 Sep 2024 not harvested
One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation 1 1 4 Sep 2024 not harvested
Engineering an Efficient Object Tracker for Non-Linear Motion 0 1 30 Jun 2024 not harvested
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking 0 1 24 May 2024 not harvested
Multiple Object Tracking as ID Prediction 1 4 25 Mar 2024 ran 10 of 10 samples (0 unverified)
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking 0 1 16 Mar 2024 not harvested
Learning Data Association for Multi-Object Tracking using Only Coordinates 1 1 12 Mar 2024 not harvested
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object Tracking 1 1 15 Feb 2024 not harvested
UCMCTrack: Multi-Object Tracking with Uniform Camera Motion Compensation 1 1 14 Dec 2023 not harvested
Hybrid-SORT: Weak Cues Matter for Online Multi-Object Tracking 2 2 1 Aug 2023 not harvested
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object Tracking 1 2 28 Jul 2023 ran 10 of 14 samples (4 unverified)
SparseTrack: Multi-Object Tracking by Performing Scene Decomposition based on Pseudo-Depth 2 1 8 Jun 2023 not harvested
MotionTrack: Learning Motion Predictor for Multiple Object Tracking 0 1 5 Jun 2023 not harvested
Bridging the Gap Between End-to-end and Non-End-to-end Multi-Object Tracking 2 1 22 May 2023 not harvested
Deep OC-SORT: Multi-Pedestrian Tracking by Adaptive Re-Identification 3 1 23 Feb 2023 ran 2 of 10 samples (8 unverified)
Multiple Object Tracking Challenge Technical Report for Team MT_IoT 1 1 7 Dec 2022 not harvested
Hard to Track Objects with Irregular Motions and Similar Appearances? Make It Easier by Buffering the Matching Space 1 1 24 Nov 2022 not harvested
MOTRv2: Bootstrapping End-to-End Multi-Object Tracking by Pretrained Object Detectors 4 1 17 Nov 2022 not harvested
Multiple Object Tracking from appearance by hierarchically clustering tracklets 1 1 7 Oct 2022 not harvested
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking 7 1 27 Mar 2022 ran 15 of 31 samples (16 unverified; 2 pointer-only for licence)
ByteTrack: Multi-Object Tracking by Associating Every Detection Box 10 1 13 Oct 2021 ran 1 of 12 samples (11 unverified)
MOTR: End-to-End Multiple-Object Tracking with Transformer 2 1 7 May 2021 not harvested
Track to Detect and Segment: An Online Multi-Object Tracker 1 1 16 Mar 2021 ran 4 of 4 samples (0 unverified)
TransTrack: Multiple Object Tracking with Transformer 2 1 31 Dec 2020 not harvested
Quasi-Dense Similarity Learning for Multiple Object Tracking 3 1 11 Jun 2020 not harvested

The full list of 32 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Multi-Object Tracking

License archive 2025-07-28

MIT

Modalities archive 2025-07-28

ImagesVideos

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • DanceTrack

1 variant name, as the archive lists them.

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