| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Polyp Segmentation | Kvasir | Dice Score93.6 | 143 | |
| Medical Image Segmentation | Kvasir-Seg | Dice Score92.17 | 98 | |
| Polyp Segmentation | Kvasir (test) | Dice Coefficient97.4 | 82 | |
| Semantic Segmentation | Kvasir-SEG (test) | IoU810.34 | 60 | |
| Medical Image Segmentation | Kvasir-SEG | Dice Coefficient79 | 59 | |
| Image Classification | Kvasir | Mean Accuracy94.3 | 51 | |
| Medical Image Segmentation | Kvasir | mDice92.6 | 49 | |
| Medical Image Classification | Kvasir | Accuracy92.84 | 37 | |
| Polyp Segmentation | Kvasir-SEG | mDice0.927 | 36 | |
| OOD Detection | Kvasir v2 | AUROC94.55 | 24 | |
| Anomaly Localization | Kvasir | AUROC95 | 22 | |
| Anomaly Detection | Kvasir | Pixel AUROC90.6 | 22 | |
| Anomaly Segmentation | Kvasir | AP70.6 | 20 | |
| Polyp Segmentation | Kvasir Noisy (test) | Dice Coefficient85.3 | 18 | |
| Polyp Segmentation | Kvasir Clean (test) | Dice Coefficient89.6 | 18 | |
| Polyp Segmentation | Kvasir source: CVC target domain | DSC0.921 | 18 | |
| Colon Polyp Segmentation | Kvasir (5-fold cross-validation) | Dice Score92.6 | 18 | |
| Medical Image Segmentation | Kvasir (test) | F1 Score93.9 | 18 | |
| Surgical Video Recognition | Kvasir-C | Top-1 Accuracy73.17 | 14 | |
| 2D Medical Image Segmentation | Kvasir | ASD9.36 | 14 | |
| Polyp Segmentation | Kvasir 33 19 (test) | Dice Coefficient91.8 | 14 | |
| Polyp Segmentation | Kvasir (val) | Dice Coefficient90.3 | 14 | |
| Semantic Segmentation | Kvasir-SEG | mIoU89.03 | 13 | |
| Polyp segmentation | Kvasir In-Domain | Dice90.19 | 13 | |
| Medical Image Segmentation | Kvasir-Sessile (test) | mIoU84.6 | 12 |