200-way Zero-shot Classification on THINGS-EEG Subject-dependent (test)
48.5Top-1 Accuracy (Sub01)
Neuroscience-inspired Staged Representation Learning
Updated 15d ago
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 48.5 | 56 | 53.5 | 54 | 44 | 60 | 51.5 | 64 | 52.5 | 66 | 55 | 74 | 87.5 | 88 | 80 | 79.5 | 88 | 83 | 89 | 81.5 | 91 | 84.2 | ||
2026.05 | 41.2 | 51.2 | 51.2 | 51.1 | 42.2 | 57.5 | 49 | 58.6 | 45.1 | 61.5 | 50.9 | 70.5 | 80.9 | 82 | 76.9 | 72.8 | 83.5 | 79.9 | 85.8 | 76.2 | 88.2 | 79.7 | |
2026.05 | 33 | 28 | 33.5 | 36 | 26 | 30.5 | 34 | 43 | 31.5 | 38.5 | 33.4 | 58.5 | 56.5 | 61 | 68 | 48 | 62.5 | 62.5 | 73.5 | 58.5 | 69 | 61.8 | |
2026.05 | 32.6 | 34.4 | 38.7 | 39.8 | 29.4 | 34.5 | 34.5 | 49.3 | 39 | 39.8 | 37.2 | 63.7 | 69.9 | 73.5 | 72 | 58.6 | 68.8 | 68.3 | 79.8 | 69.6 | 75.3 | 69.9 | |
2026.05 | 32.6 | 32.5 | 35 | 39.8 | 26.5 | 34.7 | 36.5 | 48.3 | 37.8 | 36.6 | 36 | 77.9 | 78.9 | 85.4 | 85.1 | 73.4 | 78.2 | 80.4 | 83.7 | 84 | 80.7 | 80.8 | |
2026.05 | 32 | 25.5 | 34 | 37 | 22 | 27 | 28.5 | 43 | 26.5 | 30.5 | 30.6 | 63 | 59 | 69 | 57 | 46 | 47.5 | 59.5 | 74.5 | 57.5 | 66 | 59.9 | |
2026.05 | 31.4 | 31.4 | 38.2 | 40.4 | 24.4 | 34.8 | 34.7 | 48.1 | 37.4 | 35.6 | 35.6 | 79.7 | 77.8 | 85.7 | 85.8 | 66.3 | 78.8 | 81 | 88.6 | 79.4 | 79.3 | 80.2 | |
2026.05 | 25.6 | 22 | 25 | 31.4 | 12.9 | 21.3 | 30.5 | 38.8 | 34.4 | 29.1 | 27.1 | 60.4 | 54.5 | 62.4 | 60.9 | 43 | 51.1 | 61.5 | 72 | 51.5 | 63.5 | 58.1 | |
2026.05 | 13.2 | 13.5 | 14.5 | 20.6 | 10.1 | 16.5 | 17 | 22.9 | 15.4 | 17.4 | 16.1 | 39.5 | 40.3 | 42.7 | 52.7 | 31.5 | 44 | 42.1 | 56.1 | 41.6 | 45.8 | 43.6 | |
2026.05 | 6.1 | 4.9 | 5.6 | 5 | 4 | 6 | 6.5 | 8.8 | 4.3 | 7 | 5.8 | 17.9 | 14.9 | 17.4 | 15.1 | 13.4 | 18.2 | 20.4 | 23.7 | 14 | 19.7 | 17.5 |