Retrieval on THINGS-EEG 200-way zero-shot retrieval (Intra-Subject)
94.3Top-1 Accuracy (Sub1)
Shallow Alignment
Updated 1mo ago
Evaluation Results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.01 | 94.3 | - | - | 98.9 | 98.2 | 96.1 | 96.4 | 99.3 | 97.3 | 99.4 | 97.8 | 99.1 | 97.7 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 81.9 | - | 98.2 | 86 | 84.3 | 82.2 | 74.5 | 90.4 | 82.8 | 90.9 | 79.7 | 93.1 | 84.6 | 98.3 | 98.9 | 97.7 | 98.8 | 94.1 | 98.9 | 97.2 | 99.4 | 98.4 | 99.8 | |
2026.01 | 77.6 | - | - | 90.6 | 91.1 | 90 | 85 | 92.9 | 88.8 | 95.1 | 91 | 97.1 | 89.9 | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 75 | - | - | 87.5 | 83.2 | 79.5 | 74.6 | 89.9 | 78.5 | 86.9 | 81.3 | 89.3 | 82.6 | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 70.5 | - | - | 80.9 | 82 | 76.9 | 72.8 | 83.5 | 79.9 | 85.8 | 76.2 | 88.2 | 79.7 | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 64 | - | - | 61.5 | 69 | 66 | 51.5 | 61 | 62.5 | 74.5 | 59.5 | 71 | 64.1 | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 60.4 | - | - | 54.5 | 62.4 | 60.9 | 43 | 51.1 | 61.5 | 72 | 51.5 | 63.5 | 58.1 | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 55.2 | - | - | 51 | 58.6 | 54.7 | 50.3 | 60.3 | 55.2 | 71.3 | 52.1 | 73 | 58.2 | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 51.2 | - | - | 43.2 | 57 | 54.1 | 39.5 | 59.2 | 53.7 | 71.5 | 51.2 | 67.7 | 54.8 | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 50 | - | - | 63.2 | 61.6 | 61.4 | 54.8 | 69.7 | 62.7 | 71.2 | 64 | 73.6 | 63.2 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 50 | - | 89.9 | 63.2 | 61.6 | 61.4 | 54.8 | 69.7 | 62.7 | 71.2 | 64 | 73.6 | 63.2 | 77.6 | 90.6 | 91.1 | 90 | 85 | 92.9 | 88.8 | 95.1 | 91 | 97.1 | |
2026.02 | 47.9 | - | - | 36.9 | 53.8 | 50.4 | 31.6 | 56.3 | 55.7 | 67.4 | 53.2 | 58.6 | 51.2 | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 41.2 | - | - | 51.2 | 51.2 | 51.1 | 42.2 | 57.5 | 49 | 58.6 | 45.1 | 61.5 | 50.9 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 41.2 | - | 79.7 | 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 | |
2026.01 | 39.5 | - | - | 40.3 | 42.7 | 52.7 | 31.5 | 44 | 42.1 | 56.1 | 41.6 | 45.8 | 43.6 | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 39.1 | - | - | 39.8 | 43.2 | 51.7 | 28.9 | 40.2 | 46.7 | 54.9 | 41.9 | 54.3 | 44.1 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 32.6 | - | 70 | 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 | |
2026.01 | 27.5 | - | - | 28.5 | 37 | 35 | 22.5 | 31.5 | 31.5 | 42 | 30.5 | 37.5 | 32.4 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 27.5 | - | 64.1 | 28.5 | 37 | 35 | 22.5 | 31.5 | 31.5 | 42 | 30.5 | 37.5 | 32.4 | 64 | 61.5 | 69 | 66 | 51.5 | 61 | 62.5 | 74.5 | 59.5 | 71 | |
2026.03 | 27.2 | - | 60.6 | 28.7 | 37.2 | 37.7 | 21.8 | 31.6 | 32.8 | 47.6 | 33.4 | 35.1 | 33.3 | 59.5 | 57 | 66.1 | 63.2 | 47.8 | 58.1 | 59.6 | 73.5 | 57.7 | 63.6 | |
2026.02 | 26.1 | - | - | 27.4 | 30.6 | 37.1 | 19.8 | 28 | 31.8 | 40.5 | 29.8 | 39.2 | 31 | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 25.6 | - | - | 22 | 25 | 31.4 | 12.9 | 21.3 | 30.5 | 38.8 | 34.4 | 29.1 | 27.1 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 25.6 | - | 58.1 | 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 | |
2026.02 | 25 | - | - | 24.1 | 27.5 | 29.8 | 25.4 | 33.5 | 27.4 | 41.7 | 26.1 | 39.5 | 30 | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 23.2 | - | - | 18.8 | 27.3 | 28 | 16.8 | 28 | 26.8 | 39.3 | 24.5 | 37.2 | 26.9 | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 20.1 | - | - | 19.2 | 21.2 | 22.4 | 14.4 | 26.1 | 26.9 | 38.2 | 23.4 | 29.8 | 24.2 | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 14.4 | - | - | 15.9 | 20.2 | 22.4 | 13.2 | 12.9 | 19.8 | 24.6 | 18.4 | 23.7 | 18.6 | - | - | - | - | - | - | - | - | - | - | |
2026.01 | 13.2 | - | - | 13.5 | 14.5 | 20.6 | 10.1 | 16.5 | 17 | 22.9 | 15.4 | 17.4 | 16.1 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 13.2 | - | 43.6 | 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 | |
2026.02 | 9.5 | - | - | 10.8 | 14.2 | 15.5 | 8.8 | 8.1 | 12.2 | 16.4 | 10.9 | 15.1 | 12.2 | - | - | - | - | - | - | - | - | - | - | |
2026.03 | 6.1 | - | 17.5 | 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 |