Polyp
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Few-Shot Segmentation | Polyp | mIoU62.25 | 48 | |
| Medical Image Segmentation | Polyp | Dice (Client 1)75.25 | 14 | |
| Segmentation | Polyp | mIoU82.47 | 12 | |
| Polyp Segmentation | Polyp Average (test) | DSC87.32 | 10 | |
| Polyp Segmentation | Polyp Site D (test) | DSC83.97 | 10 | |
| Polyp Segmentation | Polyp Site C (test) | DSC89.29 | 10 | |
| Polyp Segmentation | Polyp Site B (test) | DSC87.49 | 10 | |
| Polyp Segmentation | Polyp Site A (test) | DSC90.97 | 10 | |
| Polyp segmentation | Polyp Kvasir and CVC (out-of-domain) | Dice Score (Kvasir-CVC)92.85 | 6 | |
| Disease Detection | Polyp | AP@0.250.363 | 6 | |
| Polyp Classification | Polyp Colonoscopy images | Accuracy95.3 | 6 | |
| Medical Image Segmentation | Polyp (target) | mIoU0.605 | 6 | |
| Semantic Segmentation | Polyp Hyper-Kvasir + Clinical NBI (80-20 train-test) | IoU80.3 | 6 | |
| Polyp Segmentation | Polyp (Colonoscopy) (val) | DSC81.83 | 6 | |
| Synthetic Image Generation | Polyp dataset (test) | FID62.706 | 5 | |
| Polyp Segmentation | Polyp dataset sequence frame (10% labeled data) | Dice71 | 4 | |
| Polyp Segmentation | Polyp dataset single frame (10% labeled data) | Dice79 | 4 |
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