Retrieval on THINGS-EEG 200-way zero-shot (Inter-Subject)
53.2Sub1 Acc
Shallow Alignment
Updated 1mo ago
Evaluation Results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.01 | 53.2 | - | - | 60.4 | 28.1 | 48.3 | 45.2 | 49.8 | 46 | 46.1 | 54.8 | 62 | 49.4 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 52.4 | - | - | 49.3 | 36.5 | 45.3 | 37.7 | 55 | 45.1 | 44.9 | 36.5 | 56.3 | 45.9 | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 32.2 | - | - | 38.4 | 21.8 | 32.5 | 32.4 | 38.6 | 20.4 | 40.1 | 33.6 | 39.3 | 32.9 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 31.5 | - | - | 30.5 | 35.5 | 35.5 | 29 | 35.5 | 36 | 38.5 | 32.5 | 39 | 34.3 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 29.7 | - | - | 40 | 27 | 32.3 | 33.8 | 31 | 23.8 | 32.2 | 40.5 | 43.5 | 33.4 | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 29.6 | - | - | 30.2 | 22.4 | 29.3 | 24.9 | 25.9 | 25.7 | 29.6 | 24.7 | 38.1 | 28 | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 28.6 | - | - | 25.7 | 20.6 | 32.3 | 18.3 | 34.1 | 26.8 | 23.9 | 24.2 | 38.6 | 27.3 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 28.5 | - | - | 22.5 | 20 | 20.5 | 18.5 | 29.5 | 20 | 20 | 21 | 34 | 23.4 | 61 | 56.5 | 45.5 | 54 | 46.5 | 60.5 | 53.5 | 53.5 | 48.5 | 69 | 54.9 | |
2026.01 | 26.8 | - | - | 24.8 | 33.8 | 39.4 | 23.9 | 35.8 | 43.5 | 40.3 | 22.7 | 46.5 | 33.8 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 23.5 | - | - | 30.6 | 10 | 19.5 | 18.1 | 22.7 | 18.6 | 17.3 | 23 | 34.4 | 21.8 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 23.2 | - | - | 21.2 | 13.2 | 17 | 14.5 | 25 | 15.3 | 20.1 | 13.7 | 27.2 | 19 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 23.2 | - | - | 21.2 | 13.2 | 17 | 14.5 | 25 | 15.3 | 20.1 | 13.7 | 27.2 | 19 | 52.4 | 49.3 | 36.5 | 45.3 | 37.7 | 55 | 45.1 | 44.9 | 36.5 | 56.3 | 45.9 | |
2026.02 | 23.2 | - | - | 22.6 | 17.1 | 25.7 | 21.7 | 22.4 | 18.2 | 23.1 | 19.6 | 30.5 | 22.4 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 22.8 | - | - | 20.5 | 22.3 | 20.7 | 18.3 | 22.2 | 19.7 | 22 | 17.6 | 28.3 | 21.4 | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 19.7 | - | - | 19.3 | 14.6 | 21.7 | 18.5 | 19.1 | 15.6 | 19.8 | 16.7 | 26 | 19.1 | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 14.1 | - | - | 17 | 9.1 | 15.2 | 12.5 | 17.3 | 7.4 | 18.5 | 13.2 | 18 | 14.3 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 13 | - | - | 12 | 14.5 | 12.5 | 11.5 | 13.5 | 14 | 18.5 | 13.5 | 17 | 14 | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 12.1 | - | - | 12.8 | 8.2 | 12.7 | 9.4 | 10.7 | 8.3 | 12.2 | 9.6 | 17.1 | 11.5 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 11.5 | - | - | 15.5 | 9.8 | 13 | 8.8 | 11.7 | 10.2 | 12.2 | 15.5 | 16 | 12.4 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 11.5 | - | - | 15.5 | 9.8 | 13 | 8.8 | 11.7 | 10.2 | 12.2 | 15.5 | 16 | 12.4 | 29.7 | 40 | 27 | 32.3 | 33.8 | 31 | 23.8 | 32.2 | 40.5 | 43.5 | 33.4 | |
2026.01 | 10.5 | - | - | 7.1 | 11.9 | 14.7 | 7 | 11.1 | 16.1 | 15 | 4.9 | 20.5 | 11.9 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 10.5 | - | - | 7.1 | 11.9 | 14.7 | 7 | 11.1 | 16.1 | 15 | 4.9 | 20.5 | 11.9 | 26.8 | 24.8 | 33.8 | 39.4 | 23.9 | 35.8 | 43.5 | 40.3 | 22.7 | 46.5 | 33.8 | |
2026.02 | 10.3 | - | - | 10 | 8.6 | 12.7 | 9.1 | 14.6 | 10.2 | 11.2 | 9.8 | 16.9 | 11.3 | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 8.6 | - | - | 8.2 | 7.3 | 11.3 | 9.2 | 10.1 | 5.6 | 8.4 | 7.4 | 12.4 | 8.9 | - | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 7.6 | - | - | 5.9 | 6 | 6.3 | 4.4 | 5.6 | 5.6 | 6.3 | 5.7 | 8.4 | 6.2 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 7.6 | - | - | 5.9 | 6 | 6.3 | 4.4 | 5.6 | 5.6 | 6.3 | 5.7 | 8.4 | 6.2 | 22.8 | 20.5 | 22.3 | 20.7 | 18.3 | 22.2 | 19.7 | 22 | 17.6 | 28.3 | 21.4 | |
2026.02 | 6.9 | - | - | 6.6 | 5.8 | 9 | 7.4 | 8.1 | 4.5 | 6.7 | 5.9 | 9.9 | 7.1 | - | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 2.3 | - | - | 1.5 | 1.4 | 1.7 | 1.5 | 1.8 | 2.1 | 2.2 | 1.6 | 2.3 | 1.8 | 8 | 6.3 | 5.9 | 6.7 | 5.6 | 7.2 | 8.1 | 7.6 | 6.4 | 8.5 | 7 |