Lung cancer
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Primary/Metastatic Classification | Lung Cancer External cohort H6 | Mean AUC0.9152 | 23 | |
| Primary/Metastatic Classification | Lung Cancer External cohort H5 | Mean AUC0.8811 | 23 | |
| Primary/Metastatic Classification | Lung Cancer Internal cohort H1 | Mean AUC0.9865 | 23 | |
| IHC Status Prediction - P63 | Lung cancer P63 (Prospective (H1)) | Mean AUC0.9334 | 23 | |
| IHC Status Prediction - P63 | Lung cancer P63 (Internal H1) | Mean AUC0.8305 | 23 | |
| Cancer Detection | Lung cancer | F1 Score95 | 16 | |
| Cancer lesion segmentation | Lung cancer | DSC80.81 | 13 | |
| System Dynamics Prediction | Lung Cancer (with Chemo. & Radio.) (test) | TMSE0.131 | 9 | |
| System Dynamics Prediction | Lung Cancer with Chemo. (test) | TMSE0.0889 | 9 | |
| System Dynamics Prediction | Lung Cancer (test) | TMSE4.41 | 9 | |
| Node classification | Lung Cancer Rel (test) | Macro F10.592 | 6 | |
| Node classification | Lung Cancer CC (test) | Macro F1 Score39.5 | 6 | |
| Node classification | Lung Cancer BP (test) | Macro F1 Score0.584 | 6 | |
| Survival prediction | Lung cancer | AUC0.7 | 4 | |
| Segmentation | Lung-Cancer (external) | Dice (%)36.9 | 4 | |
| Clinical health forecasting | Lung Cancer w/ Chemo. & Radio. | RMSE0.06 | 3 | |
| Clinical health forecasting | Lung Cancer w/ Chemo. | RMSE0.08 | 3 | |
| Clinical health forecasting | Lung Cancer | RMSE1.41 | 3 |
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