Medical Segmentation Decathlon
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Image Segmentation | Medical Segmentation Decathlon (MSD) (test) | Mean Dice Score82.14 | 27 | |
| Medical Image Segmentation | Medical Segmentation Decathlon HepaticVessel v1 (test) | Dice Score92.01 | 15 | |
| Medical Image Segmentation | Medical Segmentation Decathlon Lung v1 (test) | Dice Score91.56 | 15 | |
| Tumor Segmentation | MSD (Medical Segmentation Decathlon) Tumor in Abdomen | Liver DSC72.73 | 7 | |
| Transferability Estimation | Medical Segmentation Decathlon (MSD) Average (test) | Kendall's Tau0.4986 | 5 | |
| Transferability Estimation | Medical Segmentation Decathlon (MSD) Task10 (test) | Kendall's Tau0.6643 | 5 | |
| Transferability Estimation | Medical Segmentation Decathlon (MSD) Task07 (test) | Kendall's Tau0.6637 | 5 | |
| Medical Segmentation | Medical Segmentation Decathlon Colon (5-fold Cross-Validation) | Dice Score49.67 | 3 | |
| Medical Segmentation | Medical Segmentation Decathlon (MSD) Spleen (5-fold Cross-Validation) | Dice Score96.54 | 3 | |
| Medical Segmentation | Medical Segmentation Decathlon (MSD) Hepatic Vessel (5-fold Cross-Validation) | Dice Score68.71 | 3 | |
| Medical Segmentation | Medical Segmentation Decathlon (MSD) Hippocampus (5-fold Cross-val) | Dice Score0.8911 | 3 | |
| Medical Segmentation | Medical Segmentation Decathlon (MSD) Liver (5-fold Cross-Validation) | Dice Score0.7971 | 3 |
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