Prostate
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Prognostic Classification | Prostate | Macro F161.61 | 96 | |
| Prostate Segmentation | Prostate | DSC (Avg)88.36 | 46 | |
| Classification | PROSTATE | Accuracy95.74 | 32 | |
| Mesh reconstruction | Prostate dataset (Specimens 65-70) | Chamfer Distance (CD)0.172 | 30 | |
| Clustering | PROSTATE | Accuracy0.71 | 20 | |
| Reconstruction | PROSTATE | RMSE0.71 | 18 | |
| Medical Image Segmentation | Prostate Task-3 | Avg Dice Score0.6858 | 18 | |
| Prostate Segmentation | Prostate high data similarity (test) | Dice (Client 1)90.18 | 12 | |
| Feature Selection | Prostate | Execution Time (s)194 | 11 | |
| 3D Medical Image Segmentation | Prostate Multi-site collection (test) | Mean Dice84.7 | 10 | |
| Medical Image Segmentation | Prostate few-shot | Mean Dice Score64.2 | 9 | |
| Evasion attack verification | prostate 10,000 examples (test) | Speedup25.2 | 8 | |
| 3D Medical Image Segmentation | Prostate MR-T2 | DSC96 | 7 | |
| Image Segmentation | Prostate | Dice Score0.8058 | 7 | |
| Classification | Prostate GSE46602 | Accuracy98 | 6 | |
| Classification | Prostate GSE11682 | Accuracy80 | 6 | |
| Medical Image Registration | Prostate (test) | Dice Similarity Coefficient88 | 6 | |
| Cancer grading and staging | Prostate (Internal val) | AUC96 | 6 | |
| Cancer Prediction | Prostate | Accuracy100 | 6 | |
| Medical Image Segmentation | Prostate (external val) | DSC86.01 | 6 | |
| Spatial Transcriptomics Prediction | Prostate (Mendeley Data) | R^235 | 5 | |
| Medical Image Segmentation | Prostate 19 samples (1% labeled) | Dice82.44 | 5 | |
| Image Registration | Prostate | Log Det(J)13.3064 | 5 | |
| Prostate Segmentation | Prostate (test) | Dice Score (BIDMC Center)78.07 | 5 | |
| Medical Image Segmentation | Prostate 20 labels | DSC87.16 | 5 |
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