GMOT-40

Generic Multiple Object Tracking (GMOT)

Dataset Information
Languages
English
Introduced
2023
License
Unknown
Homepage

Overview

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.

Variants: GMOT-40

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Object Detection iGDINO MAC-SORT TP-GMOT: Tracking Generic Multiple Object … 2024-09-04
Multiple Object Tracking MAC-SORT TP-GMOT: Tracking Generic Multiple Object … 2024-09-04

Research Papers

Recent papers with results on this dataset: