Kvasir
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Polyp Segmentation | Kvasir | Dice Score93.6 | 143 | |
| Polyp Segmentation | Kvasir (test) | Dice Coefficient97.4 | 82 | |
| Medical Image Segmentation | Kvasir-Seg | Dice Score92.17 | 75 | |
| Semantic Segmentation | Kvasir-SEG (test) | IoU810.34 | 51 | |
| Medical Image Segmentation | Kvasir | mDice92.6 | 46 | |
| Polyp Segmentation | Kvasir-SEG | mDice0.927 | 36 | |
| Medical Image Segmentation | Kvasir-SEG | Dice Coefficient79 | 28 | |
| OOD Detection | Kvasir v2 | AUROC94.55 | 24 | |
| Medical Image Classification | Kvasir | Accuracy92.84 | 24 | |
| Anomaly Localization | Kvasir | AUROC95 | 22 | |
| Anomaly Segmentation | Kvasir | AP70.6 | 20 | |
| 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 | |
| Segmentation | KVASIR | DICE93.05 | 12 | |
| Medical Image Classification | KVASIR D9 (test) | Accuracy92.7 | 12 | |
| Visible-to-Near-infrared Segmentation | Kvasir (test) | IoU87.7 | 12 | |
| Medical Image Classification | Kvasir (test) | Accuracy85 | 12 | |
| Polyp Segmentation | Kvasir-SEG Unseen dataset (test) | DSC86.06 | 12 |
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