LIDC-IDRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Lung nodule classification | LIDC-IDRI | AUC94.84 | 42 | |
| Multi-rater Medical Image Segmentation | LIDC-IDRI (test) | GED0.1358 | 26 | |
| Medical Image Segmentation | LIDC-IDRI (test) | GED0.208 | 24 | |
| Medical Image Segmentation | LIDC-IDRI | GED0.1048 | 23 | |
| Sparse-view CT imaging reconstruction | LIDC-IDRI full resolution | Reconstruction Bias0.0467 | 15 | |
| Medical Image Denoising | LIDC-IDRI Simulated Ultra-Low-Dose CT | PSNR31.03 | 13 | |
| Lung CT Synthesis | LIDC-IDRI ([100, 1000]) | FID71.3 | 13 | |
| Lung CT Synthesis | LIDC-IDRI ([30, 70]) | FID73.1 | 13 | |
| Lung CT Synthesis | LIDC-IDRI [−500, −200] | FID52.9 | 13 | |
| Lung CT Synthesis | LIDC-IDRI [−950, −700] | FID75.8 | 13 | |
| Lung CT Synthesis | LIDC-IDRI (Full-range) | FID66.8 | 13 | |
| Lung CT Synthesis | LIDC-IDRI | MMD (Full Range)0.0462 | 13 | |
| Lung Nodule Volumetry | LIDC-IDRI-0001 | Error (%)0.2 | 11 | |
| Medical Image Segmentation | LIDC-IDRI (5-fold cross-val) | IoU69.1 | 11 | |
| Low-Dose CT Denoising | LIDC-IDRI 10% Dose | PSNR (dB)39.39 | 10 | |
| Low-Dose CT Denoising | LIDC-IDRI 25% Dose | PSNR (dB)40.99 | 10 | |
| Lung Nodule Segmentation | LIDC-IDRI | GED0.232 | 10 | |
| X-ray-to-CT Reconstruction | LIDC-IDRI (test) | PSNR29.06 | 9 | |
| Lung Nodule Volumetry | LIDC-IDRI 7-patient | Mean Error (%)12.6 | 9 | |
| Lung Nodule Segmentation | LIDC-IDRI (test) | Dice77.4 | 9 | |
| Nodule Classification | LIDC-IDRI All Nodules (test folds 1-5) | Accuracy90.44 | 8 | |
| CT Reconstruction | LIDC-IDRI (test) | PSNR27.18 | 7 | |
| Image Distribution Similarity | LIDC-IDRI | FID0.75 | 7 | |
| 3D Image Synthesis | LIDC-IDRI | Mean Latency (s)0.0102 | 6 | |
| Unconditional 3D Medical Image Generation | LIDC-IDRI 128^3 | FID1.41 | 6 |
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