| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Cholec80 (test) | MTRCNet-CL | F1 Score0.874 | 29 | 1mo ago | |
| AutoLaparo (test) | AutoLaparo SSL | F1 Score70.7 | 22 | 1mo ago | |
| Cholec80 | EndoNet-GTbin | Acc92.2 | 17 | 1mo ago | |
| MISAW | MuST | mAP98.08 | 15 | 1mo ago | |
| BernBypass70 (test) | PeskaVLP | Top-1 Accuracy45.7 | 13 | 1mo ago | |
| StrasBypass70 (test) | PeskaVLP | Top-1 Accuracy46.7 | 13 | 1mo ago | |
| EndoVis | EndoNet | Avg. Precision91 | 12 | 1mo ago | |
| GraSP (test) | TAPIS | mAP76.72 | 10 | 1mo ago | |
| Surgical Video Dataset | MML-SurgAdapt | F1 Score74.2 | 7 | 1mo ago | |
| MISAW (test) | TAPIS | mAP97.14 | 6 | 1mo ago | |
| MultiBypass 140 | Surg-R1 | Accuracy49.94 | 3 | 1mo ago | |
| PSI-AVA | TAPIR | mAP56.55 | 3 | 1mo ago |