Part Segmentation on ImageNet (IN)
23.47mIoU (M2O)RATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RATSBackbone=RATS-B/16, #Register=192, Pretraining=DINOv12026.06 | 23.47 | 19.6 | |
| RATSBackbone=RATS-S/16, #Register=96, Pretraining=DINOv12026.06 | 21.87 | 21.7 | |
| RATSBackbone=RATS-B/16, #Register=33, Pretraining=DINOv12026.06 | 21.32 | 21.1 | |
| RATSBackbone=RATS-B/16, #Register=12, Pretraining=DINOv12026.06 | 17.31 | 22 | |
| AdaSlotBackbone=ViT-B/16, #Register=332026.06 | 15.49 | 19.3 | |
| DINOv3Backbone=ViT-B/16, #Register=122026.06 | 14.13 | 12.3 | |
| RATSBackbone=RATS-S/16, #Register=6, Pretraining=DINOv12026.06 | 13.97 | 20.4 | |
| DINOv1 (Mamba)Backbone=Mam.R-B/16, #Register=122026.06 | 13.44 | 12.8 | |
| SPiTBackbone=ViT-B/16, #Register=122026.06 | 12.37 | 8.5 | |
| SPFormerBackbone=ViT-S/16, #Register=62026.06 | 12.1 | 11.5 | |
| DINOv1Backbone=ViT-S/16, #Register=62026.06 | 11.21 | 8.7 | |
| DINOv3Backbone=ViT-S/16, #Register=62026.06 | 11.15 | 11.1 | |
| DINOv1Backbone=ViT-B/16, #Register=122026.06 | 11.05 | 7.9 |