MSD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Brain Tumor Segmentation | MSD (test) | DSC (ET)90.63 | 38 | |
| Sarcasm Detection | MSD | Accuracy95.02 | 33 | |
| Mirror Detection | MSD | MAE0.022 | 32 | |
| Medical Image Segmentation | MSD Heart (test) | Dice Score96.85 | 31 | |
| Medical Image Segmentation | MSD Pancreas (test) | DSC91.89 | 30 | |
| 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 | |
| Brain Tumor Segmentation | MSD Brain (test) | mIoU79.56 | 24 | |
| Uncertainty Quantification | MSD Task01 (test) | Coverage (%)94.22 | 24 | |
| Medical Image Segmentation | MSD Spleen (test) | Dice Score98.47 | 24 | |
| Pancreas Segmentation | MSD PAN (test) | Dice67.2 | 23 | |
| Liver Segmentation | MSD cross-domain (test) | Dice Coefficient76.7 | 22 | |
| 3D MRI Super-Resolution | MSD (test) | PSNR43.17 | 21 | |
| Medical Image Segmentation | MSD Prostate | Dice Coefficient0.86 | 18 | |
| Segmentation | MSD Spleen | Dice Score97.38 | 18 | |
| Regression | MSD-B (test) | MRAE (Symmetric, 20%)-0.65 | 17 | |
| Medical VQA | MSD In-Domain (test) | Accuracy83.08 | 16 | |
| Semantic Segmentation | MSD Task01 | WT Dice90.24 | 16 | |
| 3D Segmentation | MSD-Liver | DSC96 | 15 | |
| Medical Image Segmentation | MSD Pancreas | Dice69.8 | 14 | |
| Collaborative Filtering | MSD strong generalization | AOA Recall@200.3342 | 14 | |
| Ranking | MSD (test) | Recall@2033.3 | 14 | |
| Multi-turn role-play | MSD | Success Rate (SR)83.2 | 12 | |
| Medical Image Segmentation | MSD Heart (5-fold CV) | Dice Score93.28 | 12 |
Showing 25 of 96 rows