Physical latent probing on OGBench Cube
0.2Joint Position MSEDINO-WM
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DINO-WMProbing protocol=MLP2026.03 | 0.2 | 0.87 | 0.263 | 0.852 | 0.004 | 0.999 | 0.167 | 0.917 | 0.038 | 0.982 | 0.007 | 0.998 | 0.769 | 0.411 | 0.916 | 0.304 | 0.29 | 0.799 | |
| LeWMProbing protocol=MLP2026.03 | 0.33 | 0.742 | 0.818 | 0.386 | 0.003 | 0.998 | 0.952 | 0.213 | 0.048 | 0.976 | 0.002 | 0.999 | 0.963 | 0.224 | 0.973 | 0.164 | 0.525 | 0.584 | |
| PLDMProbing protocol=MLP2026.03 | 0.34 | 0.728 | 0.661 | 0.536 | 0.013 | 0.993 | 0.985 | 0.117 | 0.066 | 0.967 | 0.003 | 0.999 | 0.989 | 0.218 | 0.989 | 0.106 | 0.503 | 0.6 | |
| LeWMProbing protocol=Linear2026.03 | 0.352 | 0.706 | 1.021 | 0.095 | 0.018 | 0.991 | 0.98 | 0.124 | 0.121 | 0.938 | 0.007 | 0.997 | 1.019 | 0.087 | 0.996 | 0.062 | 0.592 | 0.477 | |
| PLDMProbing protocol=Linear2026.03 | 0.372 | 0.695 | 1.016 | 0.115 | 0.052 | 0.974 | 0.996 | 0.056 | 0.234 | 0.876 | 0.031 | 0.985 | 1.021 | 0.066 | 0.996 | 0.061 | 0.611 | 0.464 | |
| DINO-WMProbing protocol=Linear2026.03 | 0.96 | 0.808 | 0.792 | 0.763 | 0.024 | 0.996 | 3.317 | 0.828 | 0.114 | 0.943 | 0.085 | 0.991 | 1.596 | 0.257 | 4.223 | 0.176 | 1.162 | 0.725 |