Zero-shot brain-to-image retrieval on THINGS-EEG Subject-dependent split
70.3Top-1 AccuracyCAIA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CAIAEvaluation Protocol=Intra-subject, Subject=Avg, Retrieval setup=200-way zero-shot retrieval2026.05 | 70.3 | 96.1 | |
| UBPEvaluation Protocol=Intra-subject, Subject=Avg, Retrieval setup=200-way zero-shot retrieval2026.05 | 50.9 | 79.7 | |
| VE-SDNEvaluation Protocol=Intra-subject, Subject=Avg, Retrieval setup=200-way zero-shot retrieval2026.05 | 37.2 | 70 | |
| CogCapEvaluation Protocol=Intra-subject, Subject=Avg, Retrieval setup=200-way zero-shot retrieval2026.05 | 33.3 | 60.6 | |
| Neural-MCRLEvaluation Protocol=Intra-subject, Subject=Avg, Retrieval setup=200-way zero-shot retrieval2026.05 | 32.4 | 64.1 | |
| MB2CEvaluation Protocol=Intra-subject, Subject=Avg, Retrieval setup=200-way zero-shot retrieval2026.05 | 28.4 | 60.3 | |
| ATMEvaluation Protocol=Intra-subject, Subject=Avg, Retrieval setup=200-way zero-shot retrieval2026.05 | 27.1 | 58.1 | |
| NICEEvaluation Protocol=Intra-subject, Subject=Avg, Retrieval setup=200-way zero-shot retrieval2026.05 | 16.1 | 43.6 | |
| BraVLEvaluation Protocol=Intra-subject, Subject=Avg, Retrieval setup=200-way zero-shot retrieval2026.05 | 5.8 | 17.5 |