THINGS-EEG
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Retrieval | THINGS-EEG 200-way zero-shot retrieval (Intra-Subject) | Top-1 Accuracy (Sub1)94.3 | 31 | |
| Retrieval | THINGS-EEG 200-way zero-shot retrieval (Inter-Subject) | Sub1 Acc53.2 | 28 | |
| Retrieval | THINGS-EEG (test) | Top-1 Acc75.7 | 18 | |
| Image Retrieval | THINGS-EEG (test) | Top-1 Accuracy (Subject 1)61.9 | 15 | |
| Visual Reconstruction | THINGS-EEG (all subjects) | Pixel Correlation (PixCorr)0.236 | 8 | |
| Zero-shot Classification | THINGS-EEG2 Inter-subject (test) | Subject 1 Top-1 Acc12.4 | 6 | |
| Brain-to-image retrieval | THINGS-EEG Inter-subject | Subject 1 T-1 Retrieval Rate16.2 | 6 | |
| Brain-to-image retrieval | THINGS-EEG (Intra-subject split) | Subject 1 Performance (T-1)60.6 | 6 | |
| EEG-to-Image Retrieval | THINGS-EEG2 (in-subject) | Top-1 Accuracy (2-way)94.7 | 6 | |
| EEG-based visual reconstruction | THINGS-EEG (Subject-08) | Pixel Correlation0.188 | 4 | |
| Image-to-Brain Signal Generation | THINGS-EEG2 (Within-subject) | MSE0.109 | 4 | |
| EEG-driven image generation | THINGS-EEG2 (Subject-01) | PixCorr0.15 | 4 | |
| Image Reconstruction | Things-EEG | Pixel Correlation (PixCorr)16.3 | 3 | |
| Image-to-Brain Signal Generation | THINGS-EEG2 (Cross-subject) | MSE0.174 | 1 |
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