ABIDE
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 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 | |
| Classification | ABIDE-I 14 (test) | Accuracy69.7 | 17 | |
| Brain Network Classification | ABIDE | Accuracy71 | 13 | |
| Age Prediction | ABIDE (test) | MAE (NYU Site)4.93 | 13 | |
| Diagnosis Classification | ABIDE | Accuracy72.47 | 12 | |
| Autism Spectrum Disorder Classification | ABIDE | Mean Balanced Acc65.44 | 11 | |
| 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 | |
| ASD Prediction | ABIDE | Balanced Accuracy65.44 | 8 | |
| Age prediction | ABIDE (external) | Accuracy64.41 | 8 | |
| ASD Classification | ABIDE I (complete) | Test Accuracy0.7481 | 7 | |
| ASD Classification | ABIDE I (partial) | Test Accuracy0.8502 | 6 | |
| Disease prediction | ABIDE (test) | Accuracy66.7 | 6 | |
| Binary classification (ASD vs. HC) | ABIDE (test) | Accuracy82 | 5 | |
| Brain disease diagnosis | ABIDE CC200 ROI atlas (test) | AUROC82.9 | 4 | |
| Age Prediction | ABIDE 3 sites labeled (test) | MAE (NYU Site)5.1 | 4 | |
| Domain Classification | ABIDE (test) | SCA96 | 4 | |
| fMRI classification (Autism) | ABIDE linear probe | Balanced Accuracy65.13 | 3 | |
| Age Prediction | ABIDE NYU site labeled (test) | MAE (NYU Site)5.26 | 2 |
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