LIDC-IDRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Image Segmentation | LIDC-IDRI (test) | GED0.208 | 24 | |
| Lung nodule classification | LIDC-IDRI | AUC94.84 | 17 | |
| Multi-rater Medical Image Segmentation | LIDC-IDRI (test) | GED0.1358 | 15 | |
| Medical Image Segmentation | LIDC-IDRI | GED0.238 | 14 | |
| 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 | |
| Medical Image Segmentation | LIDC-IDRI (5-fold cross-val) | IoU69.1 | 11 | |
| Lung Nodule Segmentation | LIDC-IDRI | GED0.232 | 10 | |
| Lung Nodule Segmentation | LIDC-IDRI (test) | Dice77.4 | 9 | |
| Nodule Classification | LIDC-IDRI All Nodules (test folds 1-5) | Accuracy90.44 | 8 | |
| Image Distribution Similarity | LIDC-IDRI | FID0.75 | 7 | |
| Segmentation | LIDC-IDRI | Dice80 | 6 | |
| Pulmonary nodule classification | LIDC-IDRI (folds 1-5) | Accuracy90.77 | 6 | |
| CT Reconstruction from single-planar X-ray | LIDC-IDRI | MAE0.0391 | 5 | |
| Computed Tomography | LIDC-IDRI (test) | PSNR28.83 | 4 | |
| CT Reconstruction | LIDC-IDRI CT 50 views 50 dB SNR (110 test pairs) | PSNR33.99 | 4 | |
| Orthogonal CT Reconstruction | LIDC-IDRI | MAE75.3 | 4 | |
| Image Registration | LIDC-IDRI | Registration Error0.02 | 3 | |
| Image Generation | LIDC-IDRI | Realism3.48 | 3 | |
| Attribute Prediction | LIDC-IDRI | Subtlety Accuracy90.4 | 3 | |
| Nodule classification | LIDC-IDRI individually confident nodules (test) | Accuracy (Dr 1)93.55 | 2 |
Showing 25 of 28 rows