| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | RetinaMNIST | ACC70.69 | 57 | |
| Medical Image Classification | RetinaMNIST v2 (test) | Accuracy82.2 | 33 | |
| Medical Image Classification | RetinaMNIST | Accuracy58.8 | 32 | |
| Retinal disease classification | RetinaMNIST (test) | Overall Accuracy56.8 | 16 | |
| Regression | RetinaMNIST | Worst Delta0.1384 | 12 | |
| Regression | RetinaMNIST | Avg Delta0.0019 | 12 | |
| Regression | RetinaMNIST | RMSE1.236 | 12 | |
| Regression | RetinaMNIST | P90 Delta0.0979 | 12 | |
| Classification | RetinaMNIST radiomics | AW0.32 | 11 | |
| Calibration | RetinaMNIST (test) | ECE8.15 | 11 | |
| Classification | RetinaMNIST Linear Evaluation 100% ratio | Accuracy63.5 | 7 | |
| Classification | RetinaMNIST Linear Evaluation 10% ratio | Accuracy57.75 | 7 | |
| Classification | RetinaMNIST Linear Evaluation 1% ratio | Accuracy52.24 | 7 | |
| Model Editing | retinamnist | Delta Accuracy (pp)0.5 | 6 | |
| Image Classification | RetinaMNIST 5 MedMNIST (test) | Accuracy50.52 | 2 |