OASIS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 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 | |
| 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 | |
| User-based De-identification Matching | OASIS-3 | Accuracy61.86 | 19 | |
| Disease Diagnosis | OASIS CORR (test) | Accuracy90.01 | 16 | |
| 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 | |
| Image Registration | OASIS | Dice90.05 | 13 | |
| Atlas-Based Registration | OASIS (test) | DSC (Structure 23)69 | 13 | |
| 3D Deformable Image Registration | OASIS Brain MRI (test) | Mean Dice89.02 | 11 | |
| 2D Brain tissues registration | OASIS 2D Brain MRI 1 | DSC0.83 | 11 | |
| Image Segmentation | OASIS | Accuracy97.95 | 10 | |
| Segmentation | OASIS 20% v1.0 (test) | Accuracy (AC)99.58 | 10 | |
| Medical Image Registration | OASIS external (test) | DSC76.7 | 10 | |
| Brain Segmentation | OASIS3 one-shot | ASPC2.729 | 10 | |
| Longitudinal MRI Prediction | OASIS (test) | PSNR29.01 | 9 | |
| Clinical structure faithfulness | OASIS | Region MAE0.262 | 9 | |
| One-shot segmentation | OASIS3 (full) | Dice Coefficient81.3 | 9 | |
| Depth Prediction | OASIS | WHDR28.3 | 9 |
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