MSD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Mirror Detection | MSD | MAE0.022 | 32 | |
| k-means clustering | YearPredictionMSD (train) | Avg Cost71.65 | 26 | |
| Regularized Linear Regression | YearPredictionMSD (train) | Average Cost90.45 | 25 | |
| Mirror Segmentation | MSD (test) | IoU80.33 | 25 | |
| Medical Image Segmentation | MSD Pancreas (test) | DSC91.89 | 25 | |
| Medical Image Segmentation | MSD Spleen (test) | Dice Score96.34 | 18 | |
| Regression | MSD-B (test) | MRAE (Symmetric, 20%)-0.65 | 17 | |
| Collaborative Filtering | MSD strong generalization | AOA Recall@200.3342 | 14 | |
| Ranking | MSD (test) | Recall@2033.3 | 14 | |
| Segmentation | MSD Spleen | Dice Score95.93 | 12 | |
| Medical Image Segmentation | MSD Heart (5-fold CV) | Dice Score93.28 | 12 | |
| Image Segmentation | MSD colon cancer (val) | DSC80.4 | 11 | |
| Image Segmentation | MSD lung cancer (val) | DSC82 | 11 | |
| Tumor Segmentation | MSD Brain | DSC47.51 | 9 | |
| Tumor Segmentation | MSD Hepatic Vessel Tumor | DSC62.76 | 9 | |
| Tumor Segmentation | MSD Colon Tumor | DSC38.72 | 9 | |
| Tumor Segmentation | MSD Liver Tumor | DSC63.23 | 9 | |
| Tumor Segmentation | MSD Lung Tumor | DSC42.94 | 9 | |
| Tumor Segmentation | MSD Pancreas Tumor | DSC43.61 | 9 | |
| Regression | YearPredictionMSD | RMSE8.7572 | 9 | |
| Tumor Detection and Segmentation | MSD Colon Tumor (test) | AUROC0.8236 | 9 | |
| Tumor Detection and Segmentation | MSD Hepatic Vessel Tumor (test) | AUROC91.57 | 9 | |
| Tumor Detection and Segmentation | MSD Lung Tumor (test) | AUROC77.84 | 9 | |
| Tumor Detection and Segmentation | MSD Pancreas Tumor (test) | AUROC0.8681 | 9 | |
| Medical Image Segmentation | MSD | Dice Score93.2 | 9 |
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