fMRI Decoding on NSD (Natural Scenes Dataset) shared (test)
0.283Pixel CorrelationUMBRAE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UMBRAETrained Voxels=13811, fMRI Representation Type=1D-vector-based2026.05 | 0.283 | 0.328 | 93.9 | 96.7 | 93.4 | 94.1 | 0.7 | 0.393 | |
| NeurIPS (Ours)Trained Voxels=9488, fMRI Representation Type=Sphere-based2026.05 | 0.248 | 0.37 | 90.7 | 95.2 | 92.3 | 93.2 | 0.663 | 0.404 | |
| Takagi & NishimotoTrained Voxels=13811, fMRI Representation Type=1D-vector-based2026.05 | 0.246 | 0.41 | 78.9 | 85.6 | 83.8 | 82.1 | 0.811 | 0.504 | |
| Yu et al.Trained Voxels=9548, fMRI Representation Type=Sphere-based2026.05 | 0.165 | 0.305 | 78.2 | 89 | 85.1 | 88.3 | 0.733 | 0.398 | |
| MindBridgeTrained Voxels=13811, fMRI Representation Type=1D-vector-based2026.05 | 0.151 | 0.263 | 87.7 | 95.5 | 92.4 | 94.7 | 0.712 | 0.418 | |
| NeurIPS (w/o preception decoding)Trained Voxels=9488, fMRI Representation Type=Sphere-based2026.05 | 0.148 | 0.283 | 86.7 | 94.5 | 92.2 | 92.9 | 0.662 | 0.396 | |
| NeuroPictorTrained Voxels=13811, fMRI Representation Type=1D-vector-based2026.05 | 0.141 | 0.349 | 91.4 | 95.7 | 88.3 | 88.9 | 0.722 | 0.417 | |
| MindEyeTrained Voxels=13811, fMRI Representation Type=1D-vector-based2026.05 | 0.129 | 0.255 | 84.2 | 89.2 | 84.1 | 85 | 0.812 | 0.487 | |
| SIMTrained Voxels=40962×2, fMRI Representation Type=Sphere-based2026.05 | 0.119 | 0.26 | 81.2 | 90.4 | 87.2 | 89.4 | 0.733 | 0.448 | |
| Gu et al.Trained Voxels=32492×2, fMRI Representation Type=Sphere-based2026.05 | 0.103 | 0.264 | — | — | — | — | 0.892 | 0.508 | |
| Mind-VisTrained Voxels=13811, fMRI Representation Type=1D-vector-based2026.05 | 0.067 | 0.196 | 67.7 | 74.2 | 67.9 | 69.3 | 0.898 | 0.513 |