MSD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sarcasm Detection | MSD | Accuracy95.02 | 33 | |
| 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 | |
| Uncertainty Quantification | MSD Task01 (test) | Coverage (%)94.22 | 24 | |
| Brain Tumor Segmentation | MSD (test) | HD95 (WT)1.3144 | 24 | |
| Medical Image Segmentation | MSD Spleen (test) | Dice Score98.47 | 24 | |
| Liver Segmentation | MSD cross-domain (test) | Dice Coefficient76.7 | 22 | |
| 3D MRI Super-Resolution | MSD (test) | PSNR43.17 | 21 | |
| Segmentation | MSD Spleen | Dice Score97.38 | 18 | |
| Regression | MSD-B (test) | MRAE (Symmetric, 20%)-0.65 | 17 | |
| Semantic Segmentation | MSD Task01 | WT Dice90.24 | 16 | |
| Collaborative Filtering | MSD strong generalization | AOA Recall@200.3342 | 14 | |
| Ranking | MSD (test) | Recall@2033.3 | 14 | |
| Medical Image Segmentation | MSD Pancreas | Dice69.8 | 13 | |
| Medical Image Segmentation | MSD Prostate | Dice Coefficient0.7472 | 13 | |
| Multi-turn role-play | MSD | Success Rate (SR)83.2 | 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 |
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