| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Retrieval | THINGS-MEG (Average) | Top-1 Accuracy32.3 | 10 | |
| Image Retrieval | THINGS-MEG (Subject 3) | Top-1 Accuracy36.3 | 10 | |
| Image Retrieval | THINGS-MEG (Subject 2) | Top-1 Accuracy61.5 | 10 | |
| Image Retrieval | THINGS-MEG (Subject 1) | Top-1 Accuracy17.2 | 10 | |
| Retrieval | THINGS-MEG (test) | Top-1 Accuracy33.7 | 7 | |
| 200-way retrieval | THINGS-MEG Inter-subject LOSO | Subject 1 Accuracy0.131 | 6 | |
| 200-way retrieval | THINGS-MEG Intra-subject | Accuracy (Sub1)54.5 | 6 | |
| 200-way Zero-shot Retrieval | THINGS-MEG (test) | Sub-01 Top-1 Accuracy22.1 | 5 | |
| Brain Signal Generation | THINGS-MEG Within-subject | MSE0.663 | 4 | |
| Brain-to-image retrieval | THINGS-MEG Intra-subject | Retrieval Accuracy Subject 1 T-117.6 | 3 | |
| Brain-to-image retrieval | THINGS-MEG Inter-subject | Subject 1 Top-1 Score2.7 | 2 | |
| Image Reconstruction | Things-MEG | PixCorr0.104 | 2 | |
| Image Reconstruction | THINGS-MEG Sub-04 | PixCorr0.113 | 1 | |
| Image Reconstruction | THINGS-MEG Sub-03 | PixCorr0.152 | 1 | |
| Image Reconstruction | THINGS-MEG Sub-02 | PixCorr0.109 | 1 | |
| Image Reconstruction | THINGS-MEG Sub-01 | PixCorr0.121 | 1 | |
| Brain Signal Generation | THINGS-MEG Cross-subject | MSE0.768 | 1 |