Semantic Segmentation on Potsdam RGB
76.7mIoU (P-I)DINOv2 (Teacher)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DINOv2 (Teacher)Arch=ViT-L, Params=324.8M, Initialization=F2L2026.03 | 76.7 | 63.4 | 70.1 | |
| GKDArch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 74.5 | 55.6 | 65.1 | |
| DINOv2 (Baseline)Arch=ViT-S, Params=41.9M, Initialization=F2L2026.03 | 73.9 | 54 | 64 | |
| GKDArch=ViT-S, Params=41.9M, Initialization=F2L2026.03 | 73.8 | 48.7 | 61.3 | |
| G2SDArch=ViT-S, Params=41.9M, Initialization=F2L2026.03 | 72.7 | 40.2 | 56.5 | |
| G2SDArch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 72.4 | 46.7 | 59.5 | |
| DINOv2 (Baseline)Arch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 72.3 | 55.9 | 64.1 | |
| DINOv2 (Teacher)Arch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 72.3 | 55.9 | 64.1 | |
| Af-DCDArch=ViT-S, Params=41.9M, Initialization=F2L2026.03 | 71.2 | 38.2 | 54.7 | |
| ProteusArch=ViT-S, Params=41.9M, Initialization=F2L2026.03 | 70.8 | 38.5 | 54.7 | |
| CWDArch=ViT-S, Params=41.9M, Initialization=F2L2026.03 | 70.4 | 38.6 | 54.5 | |
| Vanilla KDArch=ViT-S, Params=41.9M, Initialization=F2L2026.03 | 70.3 | 37.6 | 54 | |
| ProteusArch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 70.1 | 43.5 | 56.8 | |
| CWDArch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 70 | 41.5 | 55.8 | |
| Af-DCDArch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 69.5 | 42.5 | 56 | |
| Vanilla KDArch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 69 | 42.9 | 56 | |
| VitkdArch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 67.8 | 39.8 | 53.8 | |
| DeiT (Student)Arch=ViT-S, Params=41.9M, Initialization=F2L2026.03 | 67.6 | 28.7 | 48.2 | |
| DeiT (Student)Arch=ViT-B, Params=106.8M, Initialization=F2L2026.03 | 67.5 | 34.1 | 50.8 | |
| VitkdArch=ViT-S, Params=41.9M, Initialization=F2L2026.03 | 62.9 | 34.9 | 48.9 |