ABIDE
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Brain Network Classification | ABIDE | AUROC91.4 | 39 | |
| Binary classification (ASD vs. HC) | ABIDE (test) | Accuracy86.4 | 37 | |
| 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 | |
| Clustering | ABIDE resting-state functional MRI (rs-fMRI) | Silhouette Score0.9932 | 15 | |
| Age Prediction | ABIDE (test) | MAE (NYU Site)4.93 | 13 | |
| Brain network classification | ABIDE 10-fold (val) | Accuracy72.21 | 12 | |
| ASD identification | ABIDE | AUC74.98 | 12 | |
| Diagnosis Classification | ABIDE | Accuracy72.47 | 12 | |
| Autism Spectrum Disorder Classification | ABIDE | Mean Balanced Acc65.44 | 11 | |
| Classification | ABIDE ASD 2 | Accuracy76.56 | 10 | |
| Disease Classification | ABIDEII zero-shot (test) | Accuracy54.03 | 9 | |
| Autism Spectrum Disorder Classification | ABIDE I pre-processed (UM site) | Accuracy77.27 | 9 | |
| Autism Spectrum Disorder Classification | ABIDE I pre-processed (NYU site) | Accuracy74.27 | 9 | |
| ASD Classification | ABIDE I UM NYU (train test) | Accuracy57.07 | 9 | |
| ASD Classification | ABIDE I (train: NYU, test: UM) | Accuracy61.09 | 9 | |
| Brain disease prediction | ABIDE (10-fold-CV) | Accuracy66.2 | 9 | |
| Multimodal Autism Classification | ABIDE | AUC80.5 | 8 | |
| Classification | ABIDE (test) | Accuracy62.54 | 8 | |
| ASD Prediction | ABIDE | Balanced Accuracy65.44 | 8 |
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