200-way Retrieval on THINGS-MEG Intra-subject
48Top-1 AccuracyShallow Alignment
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Shallow Alignmentzero-shot=true, intra-subject=true, Metric=Top-12026.01 | 48 | — | 25.5 | 81.9 | 56 | 28.6 | 48 | — | — | — | — | |
| CAIASubject=Sub 2, Protocol=Zero-shot2026.05 | 47 | 89 | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Sub 2, Protocol=Zero-shot2026.05 | 46 | 80.5 | — | — | — | — | — | — | — | — | — | |
| CAIASubject=Sub 3, Protocol=Zero-shot2026.05 | 37 | 73.5 | — | — | — | — | — | — | — | — | — | |
| MB2LProtocol=Intra-subject2026.05 | 36.1 | 69.5 | 19 | 66.5 | 38 | 21 | — | 42 | 88 | 72.5 | 50.5 | |
| NeuroBridgezero-shot=true, intra-subject=true, Metric=Top-12026.01 | 32.2 | — | 16.5 | 53.7 | 40.4 | 18.1 | 32.2 | — | — | — | — | |
| CAIASubject=Avg, Protocol=Zero-shot2026.05 | 31.8 | 62.6 | — | — | — | — | — | — | — | — | — | |
| ATMSubject=Sub 2, Protocol=Zero-shot2026.05 | 30.2 | 61.5 | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Sub 3, Protocol=Zero-shot2026.05 | 27.3 | 59 | — | — | — | — | — | — | — | — | — | |
| UBPzero-shot=true, intra-subject=true, Metric=Top-12026.01 | 26.7 | — | 15 | 46 | 27.3 | 18.5 | 26.7 | — | — | — | — | |
| UBPProtocol=Intra-subject2026.05 | 26.7 | 55.2 | 15 | 46 | 27.3 | 18.5 | — | 38 | 80.5 | 59 | 43.5 | |
| UBPSubject=Avg, Protocol=Zero-shot2026.05 | 26.7 | 55.2 | — | — | — | — | — | — | — | — | — | |
| NICESubject=Sub 2, Protocol=Zero-shot2026.05 | 25.7 | 54.4 | — | — | — | — | — | — | — | — | — | |
| CAIASubject=Sub 4, Protocol=Zero-shot2026.05 | 24.5 | 50 | — | — | — | — | — | — | — | — | — | |
| NICESubject=Sub 3, Protocol=Zero-shot2026.05 | 21 | 47.8 | — | — | — | — | — | — | — | — | — | |
| MB2CSubject=Sub 2, Protocol=Zero-shot2026.05 | 20.6 | 49.2 | — | — | — | — | — | — | — | — | — | |
| ATMSubject=Sub 3, Protocol=Zero-shot2026.05 | 20.3 | 50.5 | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Sub 4, Protocol=Zero-shot2026.05 | 18.5 | 43.5 | — | — | — | — | — | — | — | — | — | |
| CAIASubject=Sub 1, Protocol=Zero-shot2026.05 | 18.5 | 38 | — | — | — | — | — | — | — | — | — | |
| MB2CSubject=Sub 3, Protocol=Zero-shot2026.05 | 18.2 | 44.3 | — | — | — | — | — | — | — | — | — | |
| ATMSubject=Avg, Protocol=Zero-shot2026.05 | 17.6 | 43.7 | — | — | — | — | — | — | — | — | — | |
| NICESubject=Avg, Protocol=Zero-shot2026.05 | 17.4 | 43.3 | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Sub 1, Protocol=Zero-shot2026.05 | 15 | 38 | — | — | — | — | — | — | — | — | — | |
| MB2CSubject=Avg, Protocol=Zero-shot2026.05 | 14.6 | 39.9 | — | — | — | — | — | — | — | — | — | |
| NICE-GAProtocol=Intra-subject2026.05 | 14.3 | 42.3 | 8.7 | 21.8 | 16.5 | 10.3 | — | 30.5 | 56.6 | 49.7 | 32.3 | |
| NICEProtocol=Intra-subject2026.05 | 12.8 | 36 | 9.6 | 18.5 | 14.2 | 9 | — | 27.8 | 47.8 | 41.6 | 26.6 | |
| NICE-SAProtocol=Intra-subject2026.05 | 12.7 | 35 | 9.8 | 18.6 | 10.5 | 11.7 | — | 27.8 | 46.4 | 38.4 | 27.2 | |
| ATMSubject=Sub 4, Protocol=Zero-shot2026.05 | 11.8 | 33.3 | — | — | — | — | — | — | — | — | — | |
| NICESubject=Sub 1, Protocol=Zero-shot2026.05 | 11.5 | 35.6 | — | — | — | — | — | — | — | — | — | |
| NICESubject=Sub 4, Protocol=Zero-shot2026.05 | 11.2 | 35.2 | — | — | — | — | — | — | — | — | — | |
| MB2CSubject=Sub 4, Protocol=Zero-shot2026.05 | 10.2 | 33.6 | — | — | — | — | — | — | — | — | — | |
| MB2CSubject=Sub 1, Protocol=Zero-shot2026.05 | 9.3 | 33.6 | — | — | — | — | — | — | — | — | — | |
| ATMSubject=Sub 1, Protocol=Zero-shot2026.05 | 8 | 29.3 | — | — | — | — | — | — | — | — | — | |
| NeuroBridgezero-shot=true, intra-subject=true, Metric=Top-52026.01 | — | 60.8 | 41.6 | 85.3 | 73.2 | 43.1 | 60.8 | — | — | — | — | |
| Shallow Alignmentzero-shot=true, intra-subject=true, Metric=Top-52026.01 | — | 74.4 | 54.5 | 97.4 | 87.5 | 58.3 | 74.4 | — | — | — | — | |
| UBPzero-shot=true, intra-subject=true, Metric=Top-52026.01 | — | 55.2 | 38 | 80.5 | 59 | 43.5 | 55.2 | — | — | — | — |