LDCT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Low-dose CT reconstruction | LDCT Average across Unseen Clients forward-projected (test) | PSNR39.17 | 13 | |
| Low-dose CT reconstruction | LDCT Unseen Client #4 forward-projected (test) | PSNR41.7 | 13 | |
| Low-dose CT reconstruction | LDCT Unseen Client #3 forward-projected (test) | PSNR35.27 | 13 | |
| Low-dose CT reconstruction | LDCT Unseen Client #2 forward-projected (test) | PSNR39.31 | 13 | |
| Low-dose CT reconstruction | LDCT Unseen Client #1 forward-projected (test) | PSNR41.26 | 13 | |
| Low-Dose CT Denoising | LDCT | PSNR31.748 | 11 | |
| CT Denoising | LDCT native resolution (patient-wise test) | PSNR31.43 | 10 | |
| Ring Artifact Reduction | LDCT MMWHS to LDCT cross-domain (test) | MAE4.7 | 9 | |
| Sparse-view 3D CT Reconstruction | LDCT 15 views (test) | PSNR35.66 | 5 | |
| Sparse-view 3D CT Reconstruction | LDCT 30 views (test) | PSNR39.73 | 5 | |
| Image Denoising | LDCT abdomen slices | PSNR45.98 | 4 | |
| Ring Artifact Reduction | RibFrac to LDCT cross-domain (test) | MAE10.5 | 3 |
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