| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image-to-Brain Retrieval | Natural Scenes Dataset (NSD) | Average Performance56.72 | 100 | |
| Brain Captioning | Natural Scenes Dataset (NSD) (test) | BLEU-166.38 | 19 | |
| Image Reconstruction from fMRI | Natural Scenes Dataset (test) | Rate0.9882 | 9 | |
| Brain-to-Image Retrieval | Natural Scenes Dataset (NSD) (20, 5) CL Setup 1.0 | Top-20 Accuracy59.74 | 4 | |
| Brain-to-Image Retrieval | Natural Scenes Dataset (NSD) (20, 10) CL Setup 1.0 | Retrieval Score (1-20)59.51 | 4 | |
| Brain-to-Image Retrieval | Natural Scenes Dataset (NSD) (15, 5) CL Setup 1.0 | Accuracy (Top 1-15)55.97 | 4 | |
| fMRI-to-image visual decoding | Natural Scenes Dataset (NSD) Subject 7 | PixCorr0.215 | 4 | |
| fMRI-to-image visual decoding | Natural Scenes Dataset (NSD) Subject 5 | Pixel Correlation0.214 | 4 | |
| fMRI-to-image visual decoding | Natural Scenes Dataset (NSD) Subject 1 | Pixel Correlation (PixCorr)0.262 | 4 | |
| Brain decoding image retrieval | Natural Scenes Dataset (NSD) Mean (S1, S2, S5, S7) | Top-1 Retrieval Accuracy22.7 | 3 | |
| Brain decoding image retrieval | Natural Scenes Dataset (NSD) (S7) | Top-1 Retrieval Accuracy19.2 | 3 | |
| Brain decoding image retrieval | Natural Scenes Dataset (NSD) (S5) | Top-1 Accuracy23.2 | 3 | |
| Brain decoding image retrieval | Natural Scenes Dataset (NSD) (S1) | Top-1 Accuracy25.5 | 3 | |
| Complex Reasoning | Natural Scenes Dataset (NSD) (test) | BLEU-165.41 | 2 | |
| Detailed Description | Natural Scenes Dataset (NSD) (test) | BLEU-138.91 | 2 |