| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Cholec80 (test) | MTRCNet-CL | F1 Score0.874 | 29 | 3mo ago | |
| AutoLaparo (test) | AutoLaparo SSL | F1 Score70.7 | 22 | 3mo ago | |
| Cholec80 | EndoNet-GTbin | Acc92.2 | 17 | 13d ago | |
| MISAW | MuST | mAP98.08 | 15 | 2mo ago | |
| BernBypass70 (test) | PeskaVLP | Top-1 Accuracy45.7 | 13 | 3mo ago | |
| StrasBypass70 (test) | PeskaVLP | Top-1 Accuracy46.7 | 13 | 3mo ago | |
| EndoVis | EndoNet | Avg. Precision91 | 12 | 3mo ago | |
| GraSP (test) | TAPIS | mAP76.72 | 10 | 3mo ago | |
| MultiBypass140 (StrasByPass70) | ASOT | Phase F156.11 | 7 | 13d ago | |
| MultiBypass140 BernByPass70 | TASOT | Phase F1 Score0.271 | 7 | 13d ago | |
| AutoLaparo (full) | TASOT | Phase F157.3 | 7 | 13d ago | |
| Surgical Video Dataset | MML-SurgAdapt | F1 Score74.2 | 7 | 3mo ago | |
| MISAW (test) | TAPIS | mAP97.14 | 6 | 3mo ago | |
| Cataract-1k (train test) | SWoMo | Accuracy94.2 | 4 | 15d ago | |
| CATARACTS (train test) | SWoMo | Accuracy82.5 | 4 | 15d ago | |
| CholecT45 Scene (test) | SurgMLLM | Video-level Accuracy84.2 | 4 | 20d ago | |
| MultiBypass 140 | Surg-R1 | Accuracy49.94 | 3 | 2mo ago | |
| PSI-AVA | TAPIR | mAP56.55 | 3 | 3mo ago |
