Zero-shot Classification on THINGS-EEG2 Intra-subject
34Subject 1 Top-1 AccuracyVE-SDN
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VE-SDNClassification Type=200-way zero-shot2024.08 | 34 | 66.7 | 34.9 | 64.6 | 41.7 | 74.3 | 43.3 | 74.8 | 29.4 | 59.5 | 42.6 | 74.1 | 34.9 | 67.7 | 52.2 | 81.5 | 38.1 | 70.7 | 45.3 | 78.4 | 39.6 | 71.2 | |
| ATM-SClassification Type=200-way zero-shot2024.08 | 25.6 | 60.4 | 22 | 54.5 | 25 | 62.4 | 31.4 | 60.9 | 12.9 | 43 | 21.3 | 51.1 | 30.5 | 61.5 | 38.8 | 72 | 34.4 | 51.5 | 29.1 | 63.5 | 28.5 | 60.4 | |
| NICE-GAClassification Type=200-way zero-shot2024.08 | 15.2 | 40.1 | 13.9 | 40.1 | 14.7 | 42.7 | 17.6 | 48.9 | 9 | 29.7 | 16.4 | 44.4 | 14.9 | 43.1 | 20.3 | 52.1 | 14.1 | 39.7 | 19.6 | 46.7 | 15.6 | 42.8 | |
| NICE-SAClassification Type=200-way zero-shot2024.08 | 13.3 | 40.2 | 12.1 | 36.1 | 15.3 | 39.6 | 15.9 | 49 | 9.8 | 34.4 | 14.2 | 42.4 | 17.9 | 43.6 | 18.2 | 50.2 | 14.4 | 38.7 | 16 | 42.8 | 14.7 | 41.7 | |
| NICEClassification Type=200-way zero-shot2024.08 | 12.3 | 36.6 | 10.4 | 33.9 | 13.1 | 39 | 16.4 | 47 | 8 | 26.9 | 14.1 | 40.6 | 15.2 | 42.1 | 20 | 49.9 | 13.3 | 37.1 | 14.9 | 41.9 | 13.8 | 39.5 | |
| BraVLClassification Type=200-way zero-shot2024.08 | 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 |