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ResearchFormerly WizWand

Skill assessment on Cholec80 CVS

0.3856mAPZEN
0.3004240.3225370.344650.366763Feb 14, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ZENBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.020.385633.22
ZENBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.020.38236.98
PeskaVLPBackbone=ResNet50, Evaluation Protocol=Fine-tuned backbone2026.020.381527.48
ImageNetBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.020.372229.76
MIS-DINOv2Backbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.020.371430.62
MIS-DINOv2Backbone=ViT-L, Evaluation Protocol=Fine-tuned backbone2026.020.369530.38
PeskaVLPBackbone=ResNet50, Evaluation Protocol=Frozen backbone2026.020.369223.31
ImageNetBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.020.368428.21
MIS-MAEBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.020.367624.53
MIS-MoCoV3Backbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.020.366530.65
MIS-DINOBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.020.362833.46
MIS-DINOBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.020.360633.89
EndoFMBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.020.359529.52
EndoViTBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.020.356826.62
MIS-MoCoV3Backbone=ViT-B, Evaluation Protocol=Frozen backbone2026.020.355922.8
MIS-DINOv2Backbone=ViT-L, Evaluation Protocol=Frozen backbone2026.020.355731.67
MIS-DINOv2Backbone=ViT-B, Evaluation Protocol=Frozen backbone2026.020.352626.79
MIS-MSNBackbone=ViT-B, Evaluation Protocol=Fine-tuned backbone2026.020.350933.9
SurgeNetBackbone=CAFormer18, Evaluation Protocol=Fine-tuned backbone2026.020.346828.72
SurgeNetBackbone=CAFormer18, Evaluation Protocol=Frozen backbone2026.020.330532.65
EndoFMBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.020.327817.21
MIS-MAEBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.020.325117.61
GSViTBackbone=EfficientViT, Evaluation Protocol=Frozen backbone2026.020.312626.48
MIS-MSNBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.020.311120.21
EndoViTBackbone=ViT-B, Evaluation Protocol=Frozen backbone2026.020.306211.18
GSViTBackbone=EfficientViT, Evaluation Protocol=Fine-tuned backbone2026.020.303720.88