fMRI-to-image reconstruction on NSD 2 (test)
95.8Inception Feature SimilarityPsychometry
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PsychometryTraining Strategy=Unified Model (UM)2024.03 | 95.8 | 0.297 | 0.34 | 96.4 | 98.6 | 96.8 | 0.628 | 0.345 | |
| MindEyeTraining Strategy=Subject-Specific Model (SSM)2024.03 | 93.8 | 0.309 | 0.323 | 94.7 | 97.8 | 94.1 | 0.645 | 0.367 | |
| MindEyeTraining Strategy=Unified Model (UM)2024.03 | 84.1 | 0.129 | 0.255 | 84.2 | 89.2 | 85 | 0.812 | 0.487 | |
| Mind-VisTraining Strategy=Subject-Specific Model (SSM)2024.03 | 78.8 | 0.08 | 0.22 | 72.1 | 83.2 | 76.2 | 0.854 | 0.491 | |
| Mind-ReaderTraining Strategy=Subject-Specific Model (SSM)2024.03 | 78.2 | — | — | — | — | — | — | — | |
| Takagi et al.Training Strategy=Subject-Specific Model (SSM)2024.03 | 76 | — | — | 83 | 83 | 77 | — | — | |
| NeuroAdapter2025.09 | 68.18 | 7.7 | 34.2 | 75.76 | 78.54 | 70.45 | 94.5 | 57.6 | |
| Mind-VisTraining Strategy=Unified Model (UM)2024.03 | 67.9 | 0.067 | 0.196 | 67.7 | 74.2 | 69.3 | 0.898 | 0.513 | |
| Takagi et al.Training Strategy=Unified Model (UM)2024.03 | 67.3 | — | — | 74 | 75.1 | 69 | — | — | |
| Mind-ReaderTraining Strategy=Unified Model (UM)2024.03 | 66.5 | — | — | — | — | — | — | — | |
| MindEye22025.09 | 62.69 | 16.1 | 48 | 70.1 | 77.52 | 65.93 | 88.6 | 51.2 | |
| MindEye12025.09 | 62.44 | 21.8 | 41.2 | 73.56 | 80.81 | 65.34 | 88.1 | 51 | |
| iCNN2025.09 | 61.16 | 22.4 | 38.5 | 71.67 | 81.35 | 49.03 | 92.6 | 52.4 | |
| Brain Diffuser2025.09 | 60.95 | 10.7 | 45.5 | 60.34 | 72.84 | 58.31 | 90.8 | 55.5 | |
| Takagi et al.2025.09 | 39.26 | -1.3 | 41.2 | 41.55 | 39.26 | 43.01 | 96.9 | 61 | |
| Gu et al.Training Strategy=Subject-Specific Model (SSM)2024.03 | — | 0.15 | 0.325 | — | — | — | 0.862 | 0.465 | |
| Gu et al.Training Strategy=Unified Model (UM)2024.03 | — | 0.103 | 0.264 | — | — | — | 0.892 | 0.508 |