CHAOS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Low-Dose CT Reconstruction | CHAOS CT (test) | PSNR38.77 | 24 | |
| Medical Image Segmentation | CHAOS | DSC94.51 | 16 | |
| Medical Image Segmentation | CHAOS-MRI | Spleen Score80.3 | 15 | |
| Medical Image Segmentation | CHAOS T1 | Dice Coefficient94 | 9 | |
| Image Registration | CHAOS Cross-Patient | DSC65.6 | 8 | |
| Image Registration | CHAOS Same-Patient | DSC71.8 | 8 | |
| Medical Volume Generation | CHAOS liver (CT) (test) | FID33.7 | 8 | |
| Medical Image Synthesis Faithfulness | CHAOS liver (CT) | Dice (Generated vs GT)91.2 | 8 | |
| Semantic Segmentation | CHAOS | Dice84.7 | 8 | |
| Semantic Segmentation | CHAOS T1 (test) | mIoU91 | 7 | |
| Multi-organ segmentation | CHAOS MRI (3 folds) | DSC (Liver)92.46 | 7 | |
| Interactive Multi-class Image Segmentation | CHAOS (val) | User Interaction Time (min)13 | 6 | |
| Abdominal Organ Segmentation | CHAOS MRI (5-fold cross-validation) | Liver mIoU85.8 | 6 | |
| Abdominal Organ Segmentation | CHAOS MRI | Dice (Spleen)94.5 | 5 | |
| Image Segmentation | CHAOS liver (CT) (test) | Dice Score89.7 | 5 | |
| Liver Segmentation | CHAOS T2w 2019 (test) | DICE90.94 | 5 | |
| Liver Segmentation | CHAOS T1w 2019 (test) | DICE0.9402 | 5 | |
| Liver Segmentation | CHAOS CT 2019 (test) | DICE97.06 | 5 | |
| Medical Image Segmentation | CHAOS T2 | Dice Score94 | 4 | |
| Liver Segmentation | CHAOS CT | DSC97.79 | 4 | |
| Medical Image-to-Image Translation | CHAOS T2w Challenge (test) | FID0.2431 | 4 | |
| Medical Image-to-Image Translation | CHAOS T1w Challenge (test) | FID0.0985 | 4 | |
| Medical Image-to-Image Translation | CHAOS CT Challenge (test) | FID0.0418 | 4 | |
| Cross-modality Image-to-Image Translation | CHAOS T2 to T1 (test) | FID0.12 | 2 | |
| Cross-modality Image-to-Image Translation | CHAOS T1 to T2 (test) | FID0.0604 | 2 |
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