ABIDE
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Neurodevelopmental Disorder Diagnosis | ABIDE-I LEUVEN AAL116 atlas | Accuracy79.7 | 60 | |
| Brain Network Classification | ABIDE | AUROC91.4 | 39 | |
| Binary classification (ASD vs. HC) | ABIDE (test) | Accuracy86.4 | 37 | |
| Diagnostic Classification | ABIDE-I AAL116 atlas | Accuracy87.5 | 22 | |
| ASD diagnosis | ABIDE NYU center (test) | Accuracy72.4 | 22 | |
| Brain disorder classification | ABIDE-120 Five-fold (cross-val) | Accuracy66.92 | 18 | |
| Brain disorder classification | ABIDE-300 (Five-fold cross-val) | Accuracy69.47 | 18 | |
| Brain disorder classification | ABIDE-240 (Five-fold cross-validation) | Accuracy71.33 | 18 | |
| Brain disorder classification | ABIDE 180 (Five-fold cross-validation) | Accuracy63.99 | 18 | |
| Disorder Diagnosis (HC vs. ASD) | ABIDE (NYU site) | Accuracy78.7 | 17 | |
| Classification | ABIDE-I 14 (test) | Accuracy69.7 | 17 | |
| Brain network classification | ABIDE-I | Accuracy75.45 | 16 | |
| Disease Prediction (ASD) | ABIDE CC200 | AUC63.74 | 16 | |
| Disease Prediction (ASD) | ABIDE | AUC65.53 | 16 | |
| Clustering | ABIDE resting-state functional MRI (rs-fMRI) | Silhouette Score0.9932 | 15 | |
| Diagnostic Classification | ABIDE-I Schaefer atlas | Accuracy79.34 | 14 | |
| Brain network diagnosis | ABIDE (LOSO (Leave-One-Site-Out)) | NYU Performance66.8 | 13 | |
| Age Prediction | ABIDE (test) | MAE (NYU Site)4.93 | 13 | |
| Classification | ABIDE-I (test) | Accuracy72.03 | 12 | |
| Age Regression | ABIDE | MSE0.062 | 12 | |
| Topological Difference Detection | ABIDE H1 I (children < 13 vs. adults ≥ 18) | P-value0.001 | 12 | |
| Topological Difference Detection | ABIDE H0 I (children < 13 vs. adults ≥ 18) | P-value0.006 | 12 | |
| Brain network classification | ABIDE 10-fold (val) | Accuracy72.21 | 12 | |
| ASD identification | ABIDE | AUC74.98 | 12 | |
| Diagnosis Classification | ABIDE | Accuracy72.47 | 12 |
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