Skill assessment on Cholec80 CVS
0.3856mAPZEN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZENBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3856 | 33.22 | |
| ZENBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.02 | 0.382 | 36.98 | |
| PeskaVLPBackbone=ResNet50, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3815 | 27.48 | |
| ImageNetBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3722 | 29.76 | |
| MIS-DINOv2Backbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3714 | 30.62 | |
| MIS-DINOv2Backbone=ViT-L, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3695 | 30.38 | |
| PeskaVLPBackbone=ResNet50, Evaluation Protocol=Frozen backbone2026.02 | 0.3692 | 23.31 | |
| ImageNetBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.02 | 0.3684 | 28.21 | |
| MIS-MAEBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3676 | 24.53 | |
| MIS-MoCoV3Backbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3665 | 30.65 | |
| MIS-DINOBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3628 | 33.46 | |
| MIS-DINOBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.02 | 0.3606 | 33.89 | |
| EndoFMBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3595 | 29.52 | |
| EndoViTBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3568 | 26.62 | |
| MIS-MoCoV3Backbone=ViT-B, Evaluation Protocol=Frozen backbone2026.02 | 0.3559 | 22.8 | |
| MIS-DINOv2Backbone=ViT-L, Evaluation Protocol=Frozen backbone2026.02 | 0.3557 | 31.67 | |
| MIS-DINOv2Backbone=ViT-B, Evaluation Protocol=Frozen backbone2026.02 | 0.3526 | 26.79 | |
| MIS-MSNBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3509 | 33.9 | |
| SurgeNetBackbone=CAFormer18, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3468 | 28.72 | |
| SurgeNetBackbone=CAFormer18, Evaluation Protocol=Frozen backbone2026.02 | 0.3305 | 32.65 | |
| EndoFMBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.02 | 0.3278 | 17.21 | |
| MIS-MAEBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.02 | 0.3251 | 17.61 | |
| GSViTBackbone=EfficientViT, Evaluation Protocol=Frozen backbone2026.02 | 0.3126 | 26.48 | |
| MIS-MSNBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.02 | 0.3111 | 20.21 | |
| EndoViTBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.02 | 0.3062 | 11.18 | |
| GSViTBackbone=EfficientViT, Evaluation Protocol=Fine-tuned backbone2026.02 | 0.3037 | 20.88 |