Object Detection on COCO 5k
42.6mAP@50Generative Spatiotemporal Data Augmentation + ControlAug
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Generative Spatiotemporal Data Augmentation + ControlAugBaseline=Trad Aug, Ours Multiplier=4x, ControlAug Multiplier=4x2025.12 | 42.6 | 29.7 | — | |
| Generative Spatiotemporal Data Augmentation + InstaGenBaseline=Trad Aug, Ours Multiplier=4x, InstaGen Multiplier=4x2025.12 | 41.8 | 29.1 | — | |
| Generative Spatiotemporal Data AugmentationBaseline=Trad Aug, Multiplier=8x2025.12 | 41.1 | 28.6 | — | |
| InstaGenBaseline=Trad Aug, Multiplier=8x2025.12 | 40.3 | 28.1 | — | |
| ControlAugBaseline=Trad Aug, Multiplier=8x2025.12 | 40.1 | 27.6 | — | |
| Traditional AugmentationAugmentation=None/Baseline2025.12 | 36.3 | 24.8 | — | |
| RevoNAD + YOLACTbase_model=YOLACT2025.12 | 29.6 | — | 13.7 | |
| YOLACT2025.12 | 28.9 | — | 13.5 |