Retrieval on THINGS-EEG 200-way zero-shot retrieval (Intra-Subject)
99.5Top-5 AccuracyMB2L
Evaluation results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MB2LSubject=Subj. 82026.05 | 99.5 | 86.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 102026.05 | 99.5 | 86.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 12026.05 | 99 | 82.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 22026.05 | 99 | 85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAMGAMetric=Top-52026.04 | 98.8 | — | 95.5 | 99.8 | 98.2 | 98.7 | 98.4 | 99.9 | 98.7 | 99.8 | 99.2 | 99.8 | 98.8 | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 62026.05 | 98.5 | 86.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HCFretrieval_mode=200-way, setting=Zero-shot, protocol=Intra-Subject2026.03 | 98.2 | — | 81.9 | 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 | |
| MB2LSubject=Subj. 32026.05 | 98 | 80 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ShallowMetric=Top-52026.04 | 97.7 | — | 94.3 | 99 | 98.3 | 96.5 | 96.4 | 99.2 | 97.3 | 99.4 | 97.8 | 99.2 | 97.7 | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Avg2026.05 | 97.6 | 80.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 72026.05 | 96 | 78.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 52026.05 | 95.5 | 74.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 92026.05 | 95.5 | 77.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MB2LSubject=Subj. 42026.05 | 95 | 67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeuroBridgeretrieval_mode=200-way, setting=Zero-shot, protocol=Intra-Subject2026.03 | 89.9 | — | 50 | 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 | |
| Neuro-BridgeMetric=Top-52026.04 | 89.9 | — | 77.6 | 90.6 | 91.1 | 90 | 85 | 92.9 | 88.8 | 95.1 | 91 | 97.1 | 89.9 | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 102026.05 | 88.2 | 61.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 82026.05 | 85.8 | 58.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 62026.05 | 83.5 | 57.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 32026.05 | 82 | 51.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 22026.05 | 80.9 | 51.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 72026.05 | 79.9 | 49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Subj. 82026.05 | 79.8 | 49.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPretrieval_mode=200-way, setting=Zero-shot, protocol=Intra-Subject2026.03 | 79.7 | — | 41.2 | 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 | |
| UBPMetric=Top-52026.04 | 79.7 | — | 70.5 | 80.9 | 82 | 76.9 | 72.8 | 83.5 | 79.9 | 85.8 | 76.2 | 88.2 | 79.7 | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Avg2026.05 | 79.7 | 50.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 42026.05 | 76.9 | 51.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 92026.05 | 76.2 | 45.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Subj. 102026.05 | 75.3 | 39.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 82026.05 | 74.5 | 42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Subj. 32026.05 | 73.5 | 38.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 82026.05 | 73.5 | 47.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 52026.05 | 72.8 | 42.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 82026.05 | 72 | 38.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Subj. 42026.05 | 72 | 39.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 102026.05 | 71 | 37.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UBPSubject=Subj. 12026.05 | 70.5 | 41.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNretrieval_mode=200-way, setting=Zero-shot, protocol=Intra-Subject2026.03 | 70 | — | 32.6 | 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 | |
| VE-SDNSubject=Subj. 22026.05 | 69.9 | 34.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Avg2026.05 | 69.9 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Subj. 92026.05 | 69.6 | 39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 32026.05 | 69 | 37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Subj. 62026.05 | 68.8 | 34.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Subj. 72026.05 | 68.3 | 34.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 32026.05 | 66.1 | 37.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 42026.05 | 66 | 35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLretrieval_mode=200-way, setting=Zero-shot, protocol=Intra-Subject2026.03 | 64.1 | — | 27.5 | 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 | |
| Neural-MCRLSubject=Avg2026.05 | 64.1 | 32.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 12026.05 | 64 | 27.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Subj. 12026.05 | 63.7 | 32.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 102026.05 | 63.6 | 35.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 102026.05 | 63.5 | 29.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 42026.05 | 63.2 | 37.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 72026.05 | 62.5 | 31.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 32026.05 | 62.4 | 25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 72026.05 | 61.5 | 30.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 22026.05 | 61.5 | 28.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 62026.05 | 61 | 31.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 42026.05 | 60.9 | 31.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerretrieval_mode=200-way, setting=Zero-shot, protocol=Intra-Subject2026.03 | 60.6 | — | 27.2 | 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 | |
| CognitionCapturerSubject=Avg2026.05 | 60.6 | 33.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 12026.05 | 60.4 | 25.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Avg2026.05 | 60.4 | 28.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 72026.05 | 59.6 | 32.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 92026.05 | 59.5 | 30.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 12026.05 | 59.5 | 27.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VE-SDNSubject=Subj. 52026.05 | 58.6 | 29.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATMretrieval_mode=200-way, setting=Zero-shot, protocol=Intra-Subject2026.03 | 58.1 | — | 25.6 | 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 | |
| ATMMetric=Top-52026.04 | 58.1 | — | 60.4 | 54.5 | 62.4 | 60.9 | 43 | 51.1 | 61.5 | 72 | 51.5 | 63.5 | 58.1 | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 62026.05 | 58.1 | 31.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 92026.05 | 57.7 | 33.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 22026.05 | 57 | 28.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 82026.05 | 56.1 | 22.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 22026.05 | 54.5 | 22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 42026.05 | 52.7 | 20.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 82026.05 | 52.1 | 20.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 92026.05 | 51.5 | 34.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Neural-MCRLSubject=Subj. 52026.05 | 51.5 | 22.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 62026.05 | 51.1 | 21.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 82026.05 | 50.2 | 18.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 42026.05 | 49 | 15.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 42026.05 | 48.9 | 17.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CognitionCapturerSubject=Subj. 52026.05 | 47.8 | 21.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 102026.05 | 46.7 | 19.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 102026.05 | 45.8 | 17.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 62026.05 | 44.4 | 16.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 62026.05 | 44 | 16.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICEretrieval_mode=200-way, setting=Zero-shot, protocol=Intra-Subject2026.03 | 43.6 | — | 13.2 | 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 | |
| NICEMetric=Top-52026.04 | 43.6 | — | 39.5 | 40.3 | 42.7 | 52.7 | 31.5 | 44 | 42.1 | 56.1 | 41.6 | 45.8 | 43.6 | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Avg2026.05 | 43.6 | 16.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 72026.05 | 43.6 | 17.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 72026.05 | 43.1 | 14.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATM-SSubject=Subj. 52026.05 | 43 | 12.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 102026.05 | 42.8 | 16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Avg2026.05 | 42.8 | 15.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 32026.05 | 42.7 | 14.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-GASubject=Subj. 32026.05 | 42.7 | 14.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Subj. 62026.05 | 42.4 | 14.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICESubject=Subj. 72026.05 | 42.1 | 17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NICE-SASubject=Avg2026.05 | 41.7 | 14.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |