Visual Reconstruction on THINGS-EEG (all subjects)
0.236Pixel Correlation (PixCorr)JMVR
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| JMVRInput modality=Joint-modal inputs, Paradigm=Joint-modal training2026.03 | 0.236 | 0.372 | 12.413 | 0.982 | 0.874 | 0.92 | 0.793 | 0.829 | 0.458 | |
| JMVR*Input modality=EEG signals only (text input replaced), Paradigm=EEG-to-image model2026.03 | 0.215 | 0.367 | 15.263 | 1.123 | 0.821 | 0.877 | 0.778 | 0.809 | 0.493 | |
| PerceptogramYear=20252026.03 | 0.214 | 0.334 | 19.899 | 1.659 | 0.856 | 0.874 | 0.762 | 0.818 | 0.531 | |
| DreamDiffusionYear=20242026.03 | 0.206 | 0.347 | 22.764 | 1.741 | 0.787 | 0.857 | 0.751 | 0.791 | 0.504 | |
| MUSEYear=20242026.03 | 0.199 | 0.358 | 21.93 | 2.501 | 0.802 | 0.853 | 0.754 | 0.793 | 0.513 | |
| ATMYear=20242026.03 | 0.182 | 0.353 | 23.441 | 3.04 | 0.776 | 0.866 | 0.755 | 0.79 | 0.545 | |
| CognitionCapturerYear=20252026.03 | 0.178 | 0.359 | 17.749 | 2.435 | 0.806 | 0.894 | 0.769 | 0.803 | 0.552 | |
| NICEYear=20242026.03 | 0.173 | 0.326 | 23.409 | 2.834 | 0.783 | 0.832 | 0.746 | 0.773 | 0.523 |