Positional linear probing on Micrographs
0.97R^2DINOv3
Evaluation results
| Method | Links | |
|---|---|---|
| DINOv3d=S+, PE=RoPE, Supervised=false, Linear probing=true2026.03 | 0.97 | |
| DINOv2d=S, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.83 | |
| ViT (MAE)d=B, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.71 | |
| DINOv2d=B, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.69 | |
| DINOd=B, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.64 | |
| SAMd=256, PE=Learned, Supervised=true, Linear probing=true2026.03 | 0.61 | |
| DINOd=S, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.57 | |
| CLIPd=B, PE=Learned, Supervised=true, Linear probing=true2026.03 | 0.11 | |
| DEiTd=B, PE=Learned, Supervised=true, Linear probing=true2026.03 | 0.09 | |
| EVA02d=B, PE=RoPE, Supervised=true, Linear probing=true2026.03 | 0.02 | |
| ViT (IN1k)d=B, PE=Learned, Supervised=true, Linear probing=true2026.03 | -0.02 |