ASD Classification on ABIDE I (train: NYU, test: UM)
61.09AccuracyRandomFR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RandomFRvalidation=5-fold cross-validation2026.01 | 61.09 | 0.6364 | 72.24 | 68.4 | 76.89 | 56.62 | |
| SVMvalidation=5-fold cross-validation2026.01 | 55.27 | 0.517 | 56.23 | 54.79 | 58.55 | 52 | |
| ABFR-KANvalidation=5-fold cross-validation, KAN Variant=FastKAN, Configuration=KAN-KAN2026.01 | 55.17 | 0.7181 | 74.73 | 70.36 | 80.21 | 61.47 | |
| KD-Transformervalidation=5-fold cross-validation2026.01 | 51.64 | 0.5035 | 37.17 | 50.29 | 36.73 | 66.55 | |
| GCNvalidation=5-fold cross-validation2026.01 | 50.73 | 0.4976 | 26.52 | 51.01 | 28.36 | 73.09 | |
| BrainNetCNNvalidation=5-fold cross-validation2026.01 | 50.55 | 0.5067 | 54.13 | 48.5 | 67.64 | 33.45 | |
| BrainGNNvalidation=5-fold cross-validation2026.01 | 50 | 0.5869 | 66.67 | 50 | 100 | 0 | |
| MVS-GCNvalidation=5-fold cross-validation2026.01 | 49.45 | 0.5498 | 56.82 | 47.88 | 80.73 | 18.18 | |
| GATvalidation=5-fold cross-validation2026.01 | 49.09 | 0.507 | 33.22 | 38.17 | 41.45 | 56.73 |