| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| HAM10000 | UGDD-Net | HD956.45 | 38 | 21d ago | |
| ISIC 2018 | Rad-VLSM | Dice Score93.31 | 26 | 15d ago | |
| E-ophtha | RetSAM | EX Metric0.702 | 18 | 3mo ago | |
| BL | UniSegDiff | mDice81.9 | 18 | 3mo ago | |
| LI | UniSegDiff | mDice79.9 | 18 | 3mo ago | |
| CP | UniSegDiff | mDice89 | 18 | 3mo ago | |
| ADC | EMCAD | mDice93 | 18 | 3mo ago | |
| BT | UniSegDiff | mDice84.5 | 18 | 3mo ago | |
| WA | UniSegDiff | mDice87.1 | 18 | 3mo ago | |
| MSWAL (five-fold cross-val) | BackSplit | Dice51.04 | 16 | 2d ago | |
| HAM10000 Domain Generalization train on NV unseen categories (test) | Ours | AKIEC IoU74.53 | 16 | 1mo ago | |
| MosMedData+ (test) | DALE | Dice70.9 | 16 | 3mo ago | |
| COVID-19 lung lesion segmentation (test) | C2FVL | DSC83.4 | 16 | 3mo ago | |
| LiTS 2017 (test) | H-DenseUNet | Dice (Case-wise)72.2 | 15 | 3mo ago | |
| ComLesion-14K 1.0 (test) | CORE-Seg | Mean Dice (mDice)37.06 | 14 | 2mo ago | |
| In-house CT dataset (test) | Pixel-wise Dice77.44 | 14 | 3mo ago | ||
| clinical breast ultrasound dataset | Rad-VLSM | mDSC92.17 | 13 | 15d ago | |
| TBX11K 42 | CoGaze | Dice96.56 | 12 | 2mo ago | |
| RSNA 56 | CoGaze | Dice Score80.22 | 12 | 2mo ago | |
| CAMELYON16 | U-Net | Dice Score48.58 | 12 | 3mo ago | |
| Skin Dermoscopy | C-Graph | DSC50.42 | 12 | 3mo ago | |
| PAS | 3DSAMba | Dice72.8 | 11 | 1d ago | |
| IDRiD | MedSAM | EX Error Rate3 | 9 | 3mo ago | |
| FGADR | MedSAM | EX Error0.15 | 9 | 3mo ago | |
| DDR | MedSAM | EX Rate0.056 | 9 | 3mo ago |