Positional linear probing on Random noise
0.98R^2 ScoreDINOv3
Evaluation results
| Method | Links | |
|---|---|---|
| DINOv3d=S+, PE=RoPE, Supervised=false, Linear probing=true2026.03 | 0.98 | |
| SAMd=256, PE=Learned, Supervised=true, Linear probing=true2026.03 | 0.91 | |
| DINOv2d=S, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.89 | |
| DINOv2d=B, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.89 | |
| ViT (MAE)d=B, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.71 | |
| DINOd=B, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.54 | |
| DINOd=S, PE=Learned, Supervised=false, Linear probing=true2026.03 | 0.53 | |
| DEiTd=B, PE=Learned, Supervised=true, Linear probing=true2026.03 | 0.04 | |
| ViT (IN1k)d=B, PE=Learned, Supervised=true, Linear probing=true2026.03 | -0.01 | |
| CLIPd=B, PE=Learned, Supervised=true, Linear probing=true2026.03 | -0.04 | |
| EVA02d=B, PE=RoPE, Supervised=true, Linear probing=true2026.03 | -0.08 |