OASIS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | OASIS-3 (test) | Accuracy93.6 | 77 | |
| Image Registration | OASIS (test) | Dice Coefficient87 | 57 | |
| Brain-structure segmentation | OASIS (test) | Dice94.42 | 29 | |
| Disease progression classification (stable vs. progressive) | OASIS-3 (longitudinal cohort) | AUC78.08 | 28 | |
| Medical Image Re-identification | OASIS Brain-MRI 2 | CMC-R185 | 26 | |
| Image Registration | OASIS | Dice90.05 | 22 | |
| NC vs. MCI classification | OASIS | Accuracy99 | 21 | |
| Amyloid Positive vs. Negative | OASIS 3 (five-fold cross-validation) | AUC94.6 | 20 | |
| AD conversion prediction | OASIS-3 (five-fold cross-validation) | AUC87.14 | 20 | |
| NC vs. AD classification | OASIS | Accuracy93.4 | 19 | |
| MCI vs. AD classification | OASIS | Accuracy5.5516 | 19 | |
| User-based De-identification Matching | OASIS-3 | Accuracy61.86 | 19 | |
| Disease Diagnosis | OASIS CORR (test) | Accuracy90.01 | 16 | |
| Tau-progression forecasting | OASIS3 cross-cohort robustness (test) | Mean Absolute Error (MAE)1.35 | 15 | |
| Image Registration | 2D OASIS | Dice76.1 | 14 | |
| Brain MRI Registration | OASIS Learn2Reg challenge task 3 2021 (val) | DSC86.2 | 14 | |
| Classification | OASIS | Acc84.16 | 13 | |
| Binary Alzheimer's Disease Classification (CN vs. AD) | OASIS (test) | AUC86.41 | 13 | |
| Image fitting | OASIS-MRI | PSNR79.3 | 13 | |
| Atlas-Based Registration | OASIS (test) | DSC (Structure 23)69 | 13 | |
| Surface Normal Estimation | OASIS | Mean Angular Error22.3 | 12 | |
| 3-class classification | OASIS CDR 3-cls n=1324 (5-fold cross-validation) | Accuracy57.9 | 11 | |
| Medical Image Registration | OASIS Brain MRI (test) | DSC3581.97 | 11 | |
| 3D Deformable Image Registration | OASIS Brain MRI (test) | Mean Dice89.02 | 11 | |
| 2D Brain tissues registration | OASIS 2D Brain MRI 1 | DSC0.83 | 11 |
Showing 25 of 74 rows