| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| EndoVis 2017 (t=1) & 2018 (t=2) (test) | IoU (PF)79.79 | 17 | 13d ago | ||
| CholecSeg8k M2CAI-Seg (last episode) | Gr IoU80.88 | 17 | 13d ago | ||
| De-Smoking dataset (test) | Ours-finetune | IoU81.81 | 11 | 20d ago | |
| Kvasir-Instrument | UltraSeg-130K | Dice90.65 | 11 | 1mo ago | |
| EndoVis Noisy 2018 α = 0.5 | MS-TFAL | mIOU50.34 | 10 | 1mo ago | |
| EndoVis α = 0.8 2018 (Noisy) | MS-TFAL | mIOU41.36 | 6 | 1mo ago | |
| EndoVis 2018 α = 0.3 (Noisy) | MS-TFAL | mIOU52.91 | 6 | 1mo ago | |
| GraSP (test) | TAPIS-VST | mAP@0.5 (Box)90.29 | 4 | 1mo ago | |
| MedSAM 1.0 (test) | DB-SAM | DSC91.89 | 3 | 1mo ago | |
| EndoVis Clean 2018 | Deeplabv3+ | mIOU53.98 | 1 | 1mo ago |