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 Anomaly Detection | Medical Segmentation Decathlon (MSD) | Dice Score (%)61.37 | 17 | |
| 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 | |
| CT Reconstruction | Medical Segmentation Decathlon CT Task_06 Lung 1 (test) | PSNR33.41 | 8 | |
| CT Reconstruction | Medical Segmentation Decathlon CT Task 06 Lung 1 (test) | PSNR37.66 | 8 | |
| Tumor Segmentation | MSD (Medical Segmentation Decathlon) Tumor in Abdomen | Liver DSC72.73 | 7 | |
| Pancreas Segmentation | Medical Segmentation Decathlon (MSD) Pancreas | DSC68.96 | 6 | |
| 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 | |
| Interactive Medical Image Segmentation | Medical Segmentation Decathlon Colon Cancer (test) | Dice (Initial)57.6 | 3 | |
| Interactive Medical Image Segmentation | Medical Segmentation Decathlon Hepatic Vessels (test) | Dice (Init)40.7 | 3 | |
| Interactive Medical Image Segmentation | Medical Segmentation Decathlon Pancreas (test) | Dice (Initial)0.6 | 3 | |
| Interactive Medical Image Segmentation | Medical Segmentation Decathlon Lung Lesion (test) | Dice Score (Init.)0.748 | 3 | |
| Interactive Medical Image Segmentation | Medical Segmentation Decathlon Prostate (test) | Dice (Init.)85.1 | 3 | |
| Interactive Medical Image Segmentation | Medical Segmentation Decathlon Liver (test) | Dice (Initial)73.4 | 3 | |
| Interactive Medical Image Segmentation | Medical Segmentation Decathlon Brain Tumour (test) | Dice Score (Initialization)63.2 | 3 | |
| 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 |
Showing 23 of 23 rows