LIDC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Out-of-Distribution Detection | LIDC-Tex | AUROC89 | 48 | |
| Out-of-Distribution Detection | LIDC-Mal | AUROC96 | 48 | |
| Failure Detection | LIDC-Tex | E-AURC18 | 48 | |
| Failure Detection | LIDC-Mal | E-AURC0.06 | 48 | |
| CT Reconstruction | LIDC (test) | PSNR28.83 | 32 | |
| 3D Medical Image Segmentation | LIDC | Dice Coefficient74.4 | 24 | |
| Sparse-View CT Reconstruction | LIDC Sagittal View (test) | PSNR34.86 | 24 | |
| Sparse-View CT Reconstruction | LIDC | PSNR34.46 | 24 | |
| Sparse-View CT Reconstruction | LIDC Coronal View (test) | PSNR35.66 | 24 | |
| CT Reconstruction | LIDC 512 x 512 x 256 (test) | PSNR40.16 | 21 | |
| CT Reconstruction | LIDC 256 x 256 x 256 (test) | PSNR43.7 | 21 | |
| Diverse Image Segmentation | LIDC | HM IoU78.5 | 18 | |
| Ambiguous Segmentation | LIDC (test) | HM IoU87.9 | 12 | |
| Limited-Angle CT Reconstruction | LIDC Coronal | PSNR34.64 | 8 | |
| Limited-Angle CT Reconstruction | LIDC Sagittal | PSNR34.48 | 8 | |
| Limited-Angle CT Reconstruction | LIDC Axial | PSNR34.33 | 8 | |
| Ambiguous Segmentation | LIDC | HM IoU81.8 | 6 | |
| Medical Image Segmentation | LIDC dataset | IoU43.4 | 6 | |
| Binary Segmentation | LIDC | HM IoU57.4 | 5 | |
| Uncertainty Estimation | LIDC | NLL0.009 | 4 | |
| Disease Classification | LIDC | Precision91.7 | 4 | |
| Disease Classification | LIDC (external test) | Precision- | 0 |
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