Image Retrieval on THINGS-EEG (test)
61.9Top-1 Accuracy (Subject 1)CogCapPro(F)
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CogCapPro(F)modality=Multi-modal Fusion, mode=zero-shot2026.03 | 61.9 | 91.5 | 59.4 | 90.9 | 62.2 | 91.9 | 67 | 94.6 | 45.2 | 78.8 | 64.3 | 91.8 | 58 | 90.4 | 73.2 | 95.7 | 55 | 88.6 | 65.8 | 93.6 | 61.2 | 90.8 | |
| CogCapPro(I)modality=Image, mode=zero-shot2026.03 | 54.2 | 83.2 | 50.5 | 82.9 | 49.5 | 85.6 | 56.5 | 85.4 | 40.9 | 74 | 52.3 | 86.2 | 50.8 | 79.5 | 63.1 | 90 | 49.5 | 81.7 | 59.3 | 86.5 | 52.7 | 83.5 | |
| ATSmode=zero-shot2026.03 | 53 | 79 | 62 | 87.5 | 61.5 | 89 | 57 | 86.5 | 55 | 84 | 68 | 90.5 | 53 | 84 | 66.5 | 91 | 58.5 | 86 | 67.5 | 89 | 60.2 | 86.7 | |
| UBPmode=zero-shot2026.03 | 41.2 | 70.5 | 51.2 | 80.9 | 51.2 | 82 | 51.1 | 76.9 | 42.2 | 72.8 | 57.5 | 83.5 | 49 | 79.9 | 58.6 | 85.8 | 45.1 | 76.2 | 61.5 | 88.2 | 50.9 | 79.7 | |
| VE-SDNmode=zero-shot2026.03 | 32.6 | 63.7 | 34.4 | 69.9 | 38.7 | 73.5 | 39.8 | 72 | 29.4 | 58.6 | 34.5 | 68.8 | 34.5 | 68.3 | 49.3 | 79.8 | 39 | 69.6 | 39.8 | 75.3 | 37.2 | 69.9 | |
| CogCapmode=zero-shot2026.03 | 31.4 | 79.6 | 31.4 | 77.8 | 38.1 | 85.6 | 40.3 | 85.8 | 24.4 | 66.3 | 34.8 | 78.7 | 34.6 | 80.9 | 48.1 | 88.6 | 37.4 | 79.3 | 35.5 | 79.2 | 35.6 | 80.2 | |
| CogCapPro(E)modality=Edge, mode=zero-shot2026.03 | 29.2 | 62.9 | 27.3 | 64 | 32.8 | 65.6 | 36.8 | 68.8 | 24.3 | 56.1 | 34.8 | 68.1 | 25.5 | 61.1 | 35.3 | 71.7 | 24.1 | 59.1 | 29.1 | 66.4 | 29.9 | 64.4 | |
| SUP-MCRLExperimental Setting=LOSO2026.06 | 27.9 | 57.1 | 28.7 | 58.3 | 11.3 | 31.7 | 21.4 | 49.7 | 22.9 | 49.4 | 20.9 | 48.5 | 21.9 | 45.9 | 28.4 | 60.6 | 27.9 | 61.8 | 28.3 | 65.6 | 24 | 52.9 | |
| MB2Cmode=zero-shot2026.03 | 23.6 | 56.3 | 22.6 | 50.5 | 26.3 | 60.1 | 34.8 | 67 | 21.3 | 53 | 31 | 62.3 | 35 | 64.8 | 39 | 69.3 | 27.5 | 59.3 | 33.1 | 70.8 | 28.4 | 60.3 | |
| ATM-Smode=zero-shot2026.03 | 23.6 | 50.4 | 22 | 54.5 | 24 | 62.4 | 31.4 | 60.9 | 12.9 | 43 | 21.4 | 51.1 | 20.5 | 51.5 | 38.8 | 72 | 34.4 | 51.5 | 29.1 | 63.5 | 25.5 | 60.4 | |
| CogCapPro(D)modality=Depth, mode=zero-shot2026.03 | 17.8 | 47 | 15 | 40.8 | 19.7 | 47.3 | 19.7 | 51.2 | 12.1 | 34.8 | 15.8 | 42.2 | 18.8 | 44.5 | 20.2 | 47.9 | 17.5 | 43.4 | 18.5 | 43.9 | 17.5 | 44.3 | |
| NICE-Gmode=zero-shot2026.03 | 15.2 | 40.1 | 13.9 | 40.1 | 15.7 | 42.7 | 17.6 | 48.9 | 9 | 29.7 | 16.3 | 44.4 | 14.9 | 43.1 | 20.3 | 52.1 | 14.1 | 39.7 | 19.6 | 46.7 | 15.6 | 42.8 | |
| NICE-Smode=zero-shot2026.03 | 13.3 | 40.2 | 13.1 | 36.1 | 15.3 | 42.6 | 20.9 | 52 | 9.8 | 34.4 | 14.2 | 42.4 | 17.9 | 43.6 | 28.2 | 50.2 | 14.4 | 38.7 | 16 | 42.8 | 16.7 | 41.7 | |
| NICEmode=zero-shot2026.03 | 13.2 | 39.5 | 12.5 | 40.3 | 14.5 | 42.7 | 15.3 | 39.6 | 10.1 | 31.5 | 16.5 | 44 | 17 | 42.1 | 12.9 | 56.1 | 15.4 | 41.6 | 17.4 | 45.8 | 14.1 | 43.6 | |
| Neural-MCRLExperimental Setting=LOSO2026.06 | 13 | 31.5 | 12 | 30.5 | 14.5 | 35.5 | 12.5 | 35 | 11.5 | 29 | 13.5 | 35.5 | 14 | 36 | 18.5 | 38.5 | 13.5 | 32.5 | 17 | 39 | 14 | 34.3 | |
| SFTGExperimental Setting=LOSO2026.06 | 12 | 32.9 | 17.3 | 29.4 | 10.7 | 29.6 | 14.3 | 36.4 | 9.1 | 37.1 | 12.4 | 35.8 | 12.1 | 27 | 14.1 | 35.8 | 16.4 | 44 | 17.8 | 45.9 | 13.6 | 35.3 | |
| UBPExperimental Setting=LOSO2026.06 | 11.4 | 29.7 | 15.4 | 40.1 | 9.7 | 27.2 | 13 | 32.5 | 8.8 | 34 | 11.6 | 30.9 | 10.4 | 23.8 | 12.2 | 32.1 | 15.4 | 40.5 | 16.2 | 43.7 | 12.4 | 33.4 | |
| CogCapPro(T)modality=Text, mode=zero-shot2026.03 | 10.9 | 31.9 | 13 | 34.6 | 12.3 | 36.2 | 17.4 | 43.6 | 11.4 | 30.5 | 15 | 40.3 | 15.4 | 40.8 | 17.3 | 44.9 | 13.3 | 38 | 16 | 44.8 | 14.2 | 38.6 | |
| ATM-SExperimental Setting=LOSO2026.06 | 10.4 | 26.9 | 7 | 24.9 | 11.9 | 33.9 | 14.7 | 39.3 | 6.9 | 23.9 | 11.2 | 35.7 | 16.3 | 43.5 | 14.9 | 40.5 | 5.1 | 22.6 | 20.5 | 46.6 | 11.8 | 33.7 | |
| NICE-SAExperimental Setting=LOSO2026.06 | 8.8 | 23.4 | 7.5 | 17.9 | 6.9 | 16.3 | 4.9 | 12.6 | 9.3 | 24.2 | 4.6 | 11.5 | 7.4 | 20.1 | 6.4 | 16.9 | 5.4 | 15 | 5.4 | 14.7 | 6.6 | 17.2 | |
| NICE-GAExperimental Setting=LOSO2026.06 | 8.4 | 23 | 7 | 17.7 | 6.4 | 15.9 | 4.5 | 12.4 | 8.7 | 23.1 | 4.2 | 11 | 7.4 | 19.7 | 6.1 | 16.1 | 5.2 | 14.7 | 5 | 14.6 | 6.2 | 16.8 | |
| NICEExperimental Setting=LOSO2026.06 | 8 | 23 | 6.8 | 17.2 | 6.3 | 16.1 | 4.6 | 12.4 | 8.5 | 23.7 | 4 | 10.6 | 6.9 | 19.2 | 6 | 16.2 | 4.9 | 14.4 | 4.9 | 14.2 | 6 | 16.7 | |
| BraVLExperimental Setting=LOSO2026.06 | 7.2 | 20 | 6.1 | 15.4 | 6 | 14.8 | 4.1 | 11.1 | 7.9 | 22.8 | 3.7 | 9.9 | 6.1 | 18 | 5.3 | 14.8 | 4.6 | 13.1 | 4.3 | 12.9 | 5.5 | 15.2 | |
| BraVLmode=zero-shot2026.03 | 6.1 | 17.9 | 4.9 | 14.9 | 5.6 | 17.4 | 5 | 15.1 | 4 | 13.4 | 6 | 18.2 | 6.5 | 20.4 | 8.8 | 23.7 | 4.3 | 14 | 7 | 19.7 | 5.8 | 17.5 |