NLST
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Lung nodule malignancy prediction | NLST (test) | AUC (All)93.1 | 36 | |
| Lung cancer risk estimation | NLST MCAR mechanism (30% factors missing, 50% TP1 images missing) (test (791 subjects)) | AUC0.8957 | 35 | |
| Image Registration | NLST (test) | TRE (mm)1.11 | 21 | |
| Survival prediction | LUAD NLST | C-index0.634 | 14 | |
| Image Generation | NLST (test) | LPIPS0.202 | 9 | |
| Medical Image Registration | NLST (val) | TRE301.18 | 9 | |
| Pulmonary nodule diagnosis | NLST-cmst (test) | Accuracy90.79 | 9 | |
| Global volume change estimation | NLST 0.4/0.4/0.2 split (test) | Coverage94 | 8 | |
| Regional Volume Change Estimation | NLST | Coverage92 | 8 | |
| Nodule Evolution Prediction | NLSTt (test) | AUC @ H183.6 | 7 | |
| Pulmonary nodule diagnosis | NLST without GGN | AUC0.949 | 6 | |
| Nodule tracking | NLST | CPM (0.5mm)46 | 6 | |
| Pulmonary nodule diagnosis | NLST | AUC94.3 | 2 | |
| Image Registration | NLST 10 pairs 2011 | Mean TRE (mm)0.85 | 2 | |
| Survival time prediction | NLST (test) | MAE (All Samples)26.28 | 2 |
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