Retrieval on THINGS-EEG 200-way zero-shot (Inter-Subject)
30Top-1 AccMB2L
Evaluation results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MB2LSubject=Subj. 22026.05 | 30 | 57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 102026.05 | 26.5 | 54.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 12026.05 | 22.5 | 62.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 72026.05 | 21 | 43.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 102026.05 | 20.5 | 46.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 42026.05 | 20.5 | 43.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Avg2026.05 | 19.8 | 44.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 82026.05 | 18.5 | 38.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 102026.05 | 17 | 39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 92026.05 | 17 | 42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 32026.05 | 16.5 | 35.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 62026.05 | 16.5 | 41.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 72026.05 | 16.1 | 43.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 102026.05 | 16 | 43.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 22026.05 | 15.5 | 40 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 92026.05 | 15.5 | 40.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 82026.05 | 15.5 | 35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 82026.05 | 15 | 40.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 42026.05 | 14.7 | 39.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 32026.05 | 14.5 | 35.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 72026.05 | 14 | 36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Avg2026.05 | 14 | 34.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 62026.05 | 13.5 | 35.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 92026.05 | 13.5 | 32.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 12026.05 | 13 | 31.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 42026.05 | 13 | 32.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 42026.05 | 12.5 | 35.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Avg2026.05 | 12.4 | 33.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 82026.05 | 12.2 | 32.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 22026.05 | 12 | 30.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 52026.05 | 12 | 32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 32026.05 | 11.9 | 33.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Avg2026.05 | 11.8 | 33.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 62026.05 | 11.7 | 31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 52026.05 | 11.5 | 29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 12026.05 | 11.5 | 29.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 62026.05 | 11.1 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 12026.05 | 10.5 | 26.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 72026.05 | 10.2 | 23.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 102026.05 | 9.8 | 29.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 32026.05 | 9.8 | 27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 52026.05 | 8.8 | 33.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 82026.05 | 8.5 | 24.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 102026.05 | 8.4 | 28.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 12026.05 | 7.6 | 22.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 32026.05 | 7.5 | 23.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 62026.05 | 7.5 | 22.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 92026.05 | 7.4 | 22.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 82026.05 | 7.3 | 25.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 22026.05 | 7.1 | 24.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 12026.05 | 7 | 22.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Avg2026.05 | 7 | 23.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 52026.05 | 7 | 23.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 22026.05 | 6.6 | 23.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 52026.05 | 6.4 | 22.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 22026.05 | 6.4 | 22.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 42026.05 | 6.3 | 20.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 82026.05 | 6.3 | 22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Avg2026.05 | 6.2 | 21.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 62026.05 | 6.2 | 22.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 102026.05 | 6.2 | 26.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 42026.05 | 6.1 | 21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 32026.05 | 6 | 22.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 22026.05 | 5.9 | 20.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 12026.05 | 5.9 | 21.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 72026.05 | 5.9 | 19.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Avg2026.05 | 5.9 | 21.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 92026.05 | 5.7 | 17.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 62026.05 | 5.6 | 22.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 72026.05 | 5.6 | 19.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 32026.05 | 5.5 | 20.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 42026.05 | 5.4 | 21.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 92026.05 | 4.9 | 22.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 92026.05 | 4.8 | 18.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 52026.05 | 4.7 | 19.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 52026.05 | 4.4 | 18.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 72026.05 | 3.8 | 19.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 12026.05 | 2.3 | 8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 102026.05 | 2.3 | 8.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 82026.05 | 2.2 | 7.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 72026.05 | 2.1 | 8.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 62026.05 | 1.8 | 7.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Avg2026.05 | 1.8 | 7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 42026.05 | 1.7 | 6.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 92026.05 | 1.6 | 6.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 22026.05 | 1.5 | 6.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 52026.05 | 1.5 | 5.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLSubject=Subj. 32026.05 | 1.4 | 5.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATMMetric=Top-1, Protocol=Inter-Subject2026.01 | — | — | 10.5 | 7.1 | 11.9 | 14.7 | 7 | 11.1 | 16.1 | 15 | 4.9 | 20.5 | 11.9 | — | — | — | — | — | — | — | — | — | — | — | |
| ATMMetric=Top-5, Protocol=Inter-Subject2026.01 | — | — | 26.8 | 24.8 | 33.8 | 39.4 | 23.9 | 35.8 | 43.5 | 40.3 | 22.7 | 46.5 | 33.8 | — | — | — | — | — | — | — | — | — | — | — | |
| ATMretrieval_mode=200-way, setting=Zero-shot, protocol=Inter-Subject2026.03 | — | — | 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 | |
| ATMAccuracy Type=Top-1, Protocol=Leave-one-subject-out2026.02 | — | — | 12.1 | 12.8 | 8.2 | 12.7 | 9.4 | 10.7 | 8.3 | 12.2 | 9.6 | 17.1 | 11.5 | — | — | — | — | — | — | — | — | — | — | — | |
| ATMAccuracy Type=Top-5, Protocol=Leave-one-subject-out2026.02 | — | — | 29.6 | 30.2 | 22.4 | 29.3 | 24.9 | 25.9 | 25.7 | 29.6 | 24.7 | 38.1 | 28 | — | — | — | — | — | — | — | — | — | — | — | |
| AVDEAccuracy Type=Top-1, Protocol=Leave-one-subject-out2026.02 | — | — | 14.1 | 17 | 9.1 | 15.2 | 12.5 | 17.3 | 7.4 | 18.5 | 13.2 | 18 | 14.3 | — | — | — | — | — | — | — | — | — | — | — | |
| AVDEAccuracy Type=Top-5, Protocol=Leave-one-subject-out2026.02 | — | — | 32.2 | 38.4 | 21.8 | 32.5 | 32.4 | 38.6 | 20.4 | 40.1 | 33.6 | 39.3 | 32.9 | — | — | — | — | — | — | — | — | — | — | — | |
| BraVLretrieval_mode=200-way, setting=Zero-shot, protocol=Inter-Subject2026.03 | — | — | 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 | |
| EEGConformerAccuracy Type=Top-1, Protocol=Leave-one-subject-out2026.02 | — | — | 6.9 | 6.6 | 5.8 | 9 | 7.4 | 8.1 | 4.5 | 6.7 | 5.9 | 9.9 | 7.1 | — | — | — | — | — | — | — | — | — | — | — | |
| EEGConformerAccuracy Type=Top-5, Protocol=Leave-one-subject-out2026.02 | — | — | 19.7 | 19.3 | 14.6 | 21.7 | 18.5 | 19.1 | 15.6 | 19.8 | 16.7 | 26 | 19.1 | — | — | — | — | — | — | — | — | — | — | — | |
| EEGNetV4Accuracy Type=Top-1, Protocol=Leave-one-subject-out2026.02 | — | — | 8.6 | 8.2 | 7.3 | 11.3 | 9.2 | 10.1 | 5.6 | 8.4 | 7.4 | 12.4 | 8.9 | — | — | — | — | — | — | — | — | — | — | — | |
| EEGNetV4Accuracy Type=Top-5, Protocol=Leave-one-subject-out2026.02 | — | — | 23.2 | 22.6 | 17.1 | 25.7 | 21.7 | 22.4 | 18.2 | 23.1 | 19.6 | 30.5 | 22.4 | — | — | — | — | — | — | — | — | — | — | — |