LiTS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Segmentation | LiTS | Dice Score95.16 | 45 | |
| Medical Image Segmentation | LiTS | Dice Score72.14 | 33 | |
| Liver Segmentation | LiTS (Liver Tumor Segmentation) | Dice89.7 | 29 | |
| Liver Segmentation | LiTS | Dice Score96.52 | 29 | |
| Medical Image Segmentation | LiTS (test) | Dice Score (Average)81.2 | 20 | |
| Tumor Segmentation | LiTS | Dice77.5 | 17 | |
| Lesion Segmentation | LiTS 2017 (test) | Dice (Case-wise)72.2 | 15 | |
| Medical Image Registration | LiTS (test) | Dice Score90.47 | 13 | |
| Liver Segmentation | LiTS 2017 (test) | Dice (Per Case)96.3 | 12 | |
| Tumor Burden Estimation | LiTS 2017 (test) | RMSE0.015 | 11 | |
| Medical Image Segmentation | Liver (LiTS) | DSC97.96 | 10 | |
| Medical Image Segmentation | LiTS 10% labeled cases (test) | Dice93.63 | 9 | |
| Medical Image Segmentation | LiTS CT (test) | Dice Score (Liver)97.1 | 9 | |
| Multimodal Segmentation | LiTS | DSC82.12 | 8 | |
| Instance Segmentation | LiTS (val) | AP63.8 | 8 | |
| Liver Segmentation | LiTS (test) | DPC96.07 | 8 | |
| Interactive Multi-class Image Segmentation | LiTS (val) | User Interaction Time7 | 6 | |
| Interactive Segmentation | LiTS | User Interaction Time (min)6 | 6 | |
| Lesion Segmentation | LiTS 17 | BBox Score0.799 | 6 | |
| Medical Image Segmentation | LiTS 20% (test) | DICE Score95.21 | 6 | |
| Liver Tumor Segmentation | LiTS (5-fold cross-validation) | DSC59.77 | 6 | |
| Semantic Segmentation | LiTS (n=99) (Roll-Out) | Final Dice77.3 | 5 | |
| Tumor Segmentation | LiTS 2017 (test) | Sensitivity86 | 4 | |
| Semantic Segmentation | LiTS 1 class | Dice Coefficient0.466 | 4 | |
| Liver Tumor Segmentation | LiTS 5 (val) | Metric- | 0 |
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