Part Segmentation on PartImageNet (PartIN)
48.77M2O mIoURATS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RATSBackbone=RATS-B/16, #Register=192, Pretraining=DINOv12026.06 | 48.77 | 19.6 | |
| RATSBackbone=RATS-B/16, #Register=33, Pretraining=DINOv12026.06 | 46.94 | 21.1 | |
| RATSBackbone=RATS-S/16, #Register=96, Pretraining=DINOv12026.06 | 46.43 | 21.7 | |
| RATSBackbone=RATS-B/16, #Register=12, Pretraining=DINOv12026.06 | 41.06 | 22 | |
| RATSBackbone=RATS-S/16, #Register=6, Pretraining=DINOv12026.06 | 33.93 | 20.4 | |
| DINOv3Backbone=ViT-B/16, #Register=122026.06 | 32.57 | 12.3 | |
| AdaSlotBackbone=ViT-B/16, #Register=332026.06 | 30.74 | 19.3 | |
| DINOv1 (Mamba)Backbone=Mam.R-B/16, #Register=122026.06 | 30.11 | 12.8 | |
| SPiTBackbone=ViT-B/16, #Register=122026.06 | 27.83 | 8.5 | |
| DINOv3Backbone=ViT-S/16, #Register=62026.06 | 27.67 | 11.1 | |
| SPFormerBackbone=ViT-S/16, #Register=62026.06 | 27.21 | 11.5 | |
| DINOv1Backbone=ViT-B/16, #Register=122026.06 | 25.82 | 7.9 | |
| DINOv1Backbone=ViT-S/16, #Register=62026.06 | 25.58 | 8.7 |