ASD Classification on ABIDE I UM NYU (train test)
57.07AccuracyABFR-KAN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ABFR-KANvalidation=5-fold cross-validation, KAN Variant=WavKAN, Configuration=MLP-KAN2026.01 | 57.07 | 57.14 | 67.52 | 61.28 | 75.36 | 50.19 | |
| GCNvalidation=5-fold cross-validation2026.01 | 55.56 | 49.79 | 69.31 | 56.96 | 89.39 | 10.14 | |
| SVMvalidation=5-fold cross-validation2026.01 | 54.27 | 49.09 | 58.27 | 58.46 | 62.86 | 42.74 | |
| GATvalidation=5-fold cross-validation2026.01 | 53.92 | 48.72 | 67.58 | 56.54 | 84.49 | 12.88 | |
| RandomFRvalidation=5-fold cross-validation2026.01 | 52.52 | 48.66 | 60.64 | 58.73 | 62.79 | 46.28 | |
| KD-Transformervalidation=5-fold cross-validation2026.01 | 51.81 | 50.01 | 56.17 | 57.47 | 59.39 | 41.64 | |
| MVS-GCNvalidation=5-fold cross-validation2026.01 | 47.95 | 54.2 | 34.73 | 58.87 | 31.22 | 70.41 | |
| BrainGNNvalidation=5-fold cross-validation2026.01 | 46.43 | 57.03 | 22.12 | 35.61 | 23.47 | 77.26 | |
| BrainNetCNNvalidation=5-fold cross-validation2026.01 | 45.85 | 48.05 | 27.53 | 53.43 | 22.04 | 77.81 |