Datasets › GMOT-40
GMOT-40 (Generic Multiple Object Tracking (GMOT))
GMOT-40 is the first public dense dataset for Generic Multiple Object Tracking (GMOT). It contains 40 carefully annotated sequences evenly distributed among 10 object categories. Beyond the data, a challenging protocal, one-shot GMOT, is adopted and a series of baseline algorithms is introduced. GMOT-40 is featured in
Dense objects. Over 80 objects of the same class could appear in one frame. High-quality label. Manual annotation with careful inspection in each frame. Diversity in target. Large variability between classes and within the sequences of the same class. Real world challenges. Occlusion, target enter/exiting, motion blur, deformation and so on. Challenging protocol. One-shot GMOT protocol is adopted for evaluation. New baselines. A series of baseline methods for one-shot GMOT task is introduced.
Benchmarks archive 2025-07-28
All 2 leaderboards 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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Multiple Object Tracking | GMOT-40 | MAC-SORT HOTA 58.58 | TP-GMOT: Tracking Generic Multiple Object by Textual... | Fsoft-AIC/TP-GMOT | 1 | Compare |
| Object Detection | GMOT-40 | iGDINO MAC-SORT mAP@0.5 72.7 | TP-GMOT: Tracking Generic Multiple Object by Textual... | Fsoft-AIC/TP-GMOT | 1 | Compare |
Papers archive 2025-07-28
1 shown of 1 paper 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 12. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| TP-GMOT: Tracking Generic Multiple Object by Textual Prompt with Motion-Appearance Cost (MAC) SORT | 1 | 2 | 4 Sep 2024 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
Variants archive 2025-07-28
- GMOT-40
1 variant name, as the archive lists them.
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