LUNA16
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Volumetric Segmentation | LUNA16 -> C19-CT (test) | Dice Score92.6 | 18 | |
| Sparse-View CT Reconstruction | LUNA16 (test) | W-PSNR30.59 | 15 | |
| Volumetric Segmentation | LUNA16 1% labels | DSC (%)83.7 | 12 | |
| Lung cancer classification | LUNA16 external (test) | AUC0.86 | 12 | |
| Nodule Segmentation | LUNA16 (val) | IoU77.7 | 12 | |
| Lung Nodule Segmentation | LUNA16 (10 folds) | Mean DSC42.05 | 11 | |
| Image Generation | LUNA16 Masked region | FID25.148 | 5 | |
| Image Generation | LUNA16 Full Image | FID40.086 | 5 | |
| Medical Volumetric Abnormality Classification | LUNA16 | AUC74.3 | 2 | |
| Lung Nodule Segmentation | LUNA16 Full (Average) | Dice Score0.9864 | 2 | |
| Lung Nodule Segmentation | LUNA16 Full (Split 3) | Dice Score98.76 | 2 | |
| Lung Nodule Segmentation | LUNA16 Full (Split 2) | Dice Score98.7 | 2 | |
| Lung Nodule Segmentation | LUNA16 Full (Split 1) | Dice Score98.6 | 2 | |
| Lung Nodule Segmentation | LUNA16 Full (Split 0) | Dice Score0.9848 | 2 | |
| Lung Nodule Segmentation | LUNA16 Filtered (10 poor scans removed) (Average) | Dice Score98.65 | 2 | |
| Lung Nodule Segmentation | LUNA16 Filtered (10 poor scans removed) (Split 3) | Dice Score98.76 | 2 | |
| Lung Nodule Segmentation | LUNA16 Filtered (10 poor scans removed) (Split 2) | Dice Score0.9872 | 2 | |
| Lung Nodule Segmentation | LUNA16 Filtered (10 poor scans removed) (Split 1) | Dice Score98.61 | 2 | |
| Lung Nodule Segmentation | LUNA16 Filtered (10 poor scans removed) (Split 0) | Dice Score98.5 | 2 |
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