TotalSegmentator
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Liver Segmentation | TotalSegmentator | Dice Coefficient75.3 | 22 | |
| Image Synthesis | TotalSegmentator | SSIM84.6 | 18 | |
| Bone Segmentation | TotalSegmentator (test) | Dice (Rib)94.25 | 12 | |
| Bone Segmentation | TotalSegmentator 89 scans (test) | Dice (Rib)94.25 | 12 | |
| Image retrieval | TotalSegmentator (test) | Mean Cosine Similarity0.976 | 10 | |
| Active Ultrasound Exploration | TotalSegmentator (Unseen Patient) | Kidney Overlap Score54.56 | 8 | |
| Active Ultrasound Exploration | TotalSegmentator (Seen Patient) | Kidney Score67.55 | 8 | |
| Anatomical Structure Segmentation | TotalSegmentator | Dice Coefficient (1pt)25.2 | 7 | |
| Medical Image Segmentation | TotalSegmentator MRI | Dice: Adrenal gland67.05 | 7 | |
| 3D Medical Segmentation | TotalSegmentator binary 10-shot | Gallbladder Score88.51 | 5 | |
| 3D Medical Segmentation | TotalSegmentator binary 5-shot | Gall Score86.67 | 5 | |
| Semantic Segmentation | TotalSegmentator Full v1 | Dice Score87.59 | 4 | |
| Body region detection | TotalSegmentator CT Other 1.0 (test) | Precision80 | 4 | |
| Body region detection | TotalSegmentator CT Pelvis 1.0 (test) | Accuracy99.6 | 4 | |
| Body region detection | TotalSegmentator CT (Abdomen) 1.0 (test) | Accuracy97.1 | 4 | |
| Body region detection | TotalSegmentator CT Chest 1.0 (test) | Accuracy98.4 | 4 | |
| Body region detection | TotalSegmentator CT Neck 1.0 (test) | Accuracy97.1 | 4 | |
| FBP-UNet Reconstruction | TotalSegmentator | Risk5.9 | 4 | |
| Denoising | TotalSegmentator | Risk5.5 | 4 | |
| 3D Medical Image Segmentation | TotalSegmentator Vertebrae (test) | DSC90.9 | 4 | |
| 3D Medical Image Segmentation | TotalSegmentator Organ 1,204 CT scans (test) | DSC0.898 | 4 | |
| Semantic Segmentation | TotalSegmentator Merlin v2 | Dice Score90.17 | 3 | |
| Semantic Segmentation | TotalSegmentator Full v2 | Dice Score89.81 | 3 | |
| Abdominal organ segmentation | TotalSegmentator (train test) | Hausdorff Distance (HD)43.16 | 3 | |
| Full heart segmentation | TotalSegmentator (TS) (test) | Dice (Myo)83.52 | 3 |
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