Semantic Segmentation on P-R Potsdam and Vaihingen
76.7P-I ScoreDINOv2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DINOv2Role=Teacher, Arch=ViT-L, Params=324.8M2026.03 | 76.7 | 63.4 | 70.1 | |
| Vanilla KDRole=Student, Arch=ViT-S, Params=41.9M, Teacher=DINOv2 (ViT-B)2026.03 | 76.5 | 48.9 | 62.7 | |
| GKDRole=Student, Arch=TrV-B, Params=106.8M, Teacher=EVA02 (TrV-L)2026.03 | 76.4 | 57.9 | 67.2 | |
| Af-DCDRole=Student, Arch=ViT-B, Params=106.8M, Teacher=DINOv2 (ViT-L)2026.03 | 76.2 | 52.3 | 64.3 | |
| ProteusRole=Student, Arch=ViT-S, Params=41.9M, Teacher=DINOv2 (ViT-B)2026.03 | 76 | 42.5 | 59.3 | |
| Vanilla KDRole=Student, Arch=ViT-B, Params=106.8M, Teacher=DINOv2 (ViT-L)2026.03 | 75.9 | 52.9 | 64.4 | |
| ProteusRole=Student, Arch=ViT-B, Params=106.8M, Teacher=DINOv2 (ViT-L)2026.03 | 75.6 | 53.5 | 64.6 | |
| VitkdRole=Student, Arch=ViT-B, Params=106.8M, Teacher=DINOv2 (ViT-L)2026.03 | 75.5 | 51.6 | 63.6 | |
| GKDRole=Student, Arch=ViT-B, Params=106.8M, Teacher=DINOv2 (ViT-L)2026.03 | 75.4 | 56.4 | 65.9 | |
| EVA02Role=Teacher, Arch=TrV-L, Params=324.8M2026.03 | 74.8 | 48.8 | 61.8 | |
| EVA02Role=Student, Arch=TrV-B, Params=106.8M, Teacher=EVA02 (TrV-L)2026.03 | 74.7 | 51.6 | 63.2 | |
| Af-DCDRole=Student, Arch=ViT-S, Params=41.9M, Teacher=DINOv2 (ViT-B)2026.03 | 74.2 | 42.6 | 58.4 | |
| GKDRole=Student, Arch=ViT-S, Params=41.9M, Teacher=DINOv2 (ViT-B)2026.03 | 74 | 53.5 | 63.8 | |
| DINOv2Role=Student, Arch=ViT-S, Params=106.8M, Teacher=DINOv2 (ViT-B)2026.03 | 73.9 | 54 | 64 | |
| ProteusRole=Student, Arch=TrV-B, Params=106.8M, Teacher=EVA02 (TrV-L)2026.03 | 73.5 | 48.6 | 61.1 | |
| Af-DCDRole=Student, Arch=TrV-B, Params=106.8M, Teacher=EVA02 (TrV-L)2026.03 | 72.8 | 47.5 | 60.2 | |
| DINOv2Role=Student, Arch=ViT-B, Params=106.8M, Teacher=DINOv2 (ViT-L)2026.03 | 72.3 | 55.9 | 64.1 | |
| DINOv2Role=Teacher, Arch=ViT-B, Params=106.8M2026.03 | 72.3 | 55.9 | 64.1 | |
| VitkdRole=Student, Arch=ViT-S, Params=41.9M, Teacher=DINOv2 (ViT-B)2026.03 | 71.7 | 43.7 | 57.7 | |
| GKDRole=Student, Arch=TrV-S, Params=41.9M, Teacher=EVA02 (TrV-B)2026.03 | 71.7 | 45.7 | 58.7 | |
| Vanilla KDRole=Student, Arch=TrV-B, Params=106.8M, Teacher=EVA02 (TrV-L)2026.03 | 71.4 | 47.4 | 59.4 | |
| VitkdRole=Student, Arch=TrV-B, Params=106.8M, Teacher=EVA02 (TrV-L)2026.03 | 71.2 | 44.2 | 57.7 | |
| Af-DCDRole=Student, Arch=TrV-S, Params=41.9M, Teacher=EVA02 (TrV-B)2026.03 | 70.3 | 42.6 | 56.5 | |
| Vanilla KDRole=Student, Arch=TrV-S, Params=41.9M, Teacher=EVA02 (TrV-B)2026.03 | 69.9 | 42.2 | 56.1 | |
| EVA02Role=Student, Arch=TrV-S, Params=41.9M, Teacher=EVA02 (TrV-B)2026.03 | 69.4 | 42.8 | 56.1 | |
| ProteusRole=Student, Arch=TrV-S, Params=41.9M, Teacher=EVA02 (TrV-B)2026.03 | 68.4 | 41.8 | 55.1 | |
| EVA02Role=Teacher, Arch=TrV-B, Params=106.8M2026.03 | 66.4 | 34 | 50.2 | |
| VitkdRole=Student, Arch=TrV-S, Params=41.9M, Teacher=EVA02 (TrV-B)2026.03 | 66 | 34.8 | 50.4 |