Positional Linear Probing on DTD
0.9R^2DINOv3
Evaluation results
| Method | Links | |
|---|---|---|
| DINOv3d=S+, PE=RoPE, Supervised=false, Linear probing=true2026.03 | 0.9 | |
| DINOv2d=S, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.71 | |
| SAMd=256, PE=Learned, Supervised=true, Linear probing=true2026.03 | 0.66 | |
| ViT (MAE)d=B, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.61 | |
| DINOd=B, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.59 | |
| DINOv2d=B, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.58 | |
| DINOd=S, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.53 | |
| DEiTd=B, PE=Learned, Supervised=true, Linear probing=true2026.03 | 0.13 | |
| CLIPd=B, PE=Learned, Supervised=true, Linear probing=true2026.03 | 0.07 | |
| ViT (IN1k)d=B, PE=Learned, Supervised=true, Linear probing=true2026.03 | 0.04 | |
| EVA02d=B, PE=RoPE, Supervised=true, Linear probing=true2026.03 | -0.18 |