Critical View of Safety recognition on EndoScapes-CVS201 (test)
67.3mAPLG-CVS*
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LG-CVS*Initialization=Mask-RCNN*, Modality=Image + Segmentation Masks, Graphs/Spatial annotations=true2025.07 | 67.3 | 69.5 | 60.7 | 71.8 | |
| SSG-Com2025.07 | 64.6 | — | — | — | |
| LG-CVS2025.07 | 63.2 | — | — | — | |
| LG-CVS2025.07 | 62.3 | — | — | — | |
| CVS-AdaptNetInitialization=PeskaVLP [20], Strategy=Standard, Modality=Image+Text2025.07 | 57.6 | 54.5 | 55.9 | 62.4 | |
| CVS-AdaptNetInitialization=PeskaVLP [20], Strategy=Multi-class, Modality=Image+Text2025.07 | 57.6 | 54.1 | 55.4 | 63.3 | |
| ResNet50-MoCov2Initialization=SSL pretrained, Modality=Image-only2025.07 | 57.4 | 46.4 | 56.5 | 69.4 | |
| ResNet50-DetInitBackbone=ResNet-502025.07 | 57.3 | — | — | — | |
| CVS-AdaptNetInitialization=PeskaVLP [20], Strategy=Positive-Negative, Modality=Image+Text2025.07 | 56.8 | 53.7 | 54.6 | 62 | |
| ResNet50-DetInitBackbone=ResNet-502025.07 | 55.3 | — | — | — | |
| CVS-AdaptNetInitialization=HecVL [21], Strategy=Multi-class, Modality=Image+Text2025.07 | 52 | 53.8 | 44.4 | 57.8 | |
| CVS-AdaptNetInitialization=HecVL [21], Strategy=Standard, Modality=Image+Text2025.07 | 51.7 | 51.2 | 44.6 | 59.2 | |
| ResNet50Initialization=ImageNet, Modality=Image-only2025.07 | 51.5 | 42.9 | 45.1 | 66.5 | |
| SurgVLP-visionInitialization=SurgVLP, Modality=Image-only2025.07 | 51.4 | 51.6 | 41.1 | 61.4 | |
| CVS-AdaptNetInitialization=SurgVLP [22], Strategy=Standard, Modality=Image+Text2025.07 | 51.4 | 53.5 | 43.9 | 56.6 | |
| CVS-AdaptNetInitialization=HecVL [21], Strategy=Positive-Negative, Modality=Image+Text2025.07 | 51.3 | 49 | 45.4 | 59.7 | |
| CVS-AdaptNetInitialization=SurgVLP [22], Strategy=Positive-Negative, Modality=Image+Text2025.07 | 50.4 | 53.6 | 42.5 | 55.2 | |
| CVS-AdaptNetInitialization=ResNet50 + BioClinicalBERT, Strategy=Standard, Modality=Image+Text2025.07 | 50.3 | 50.2 | 44.9 | 55.7 | |
| HecVL-visionInitialization=HecVL, Modality=Image-only2025.07 | 50 | 47.8 | 42.4 | 59.7 | |
| CVS-AdaptNetInitialization=ResNet50 + BioClinicalBERT, Strategy=Positive-Negative, Modality=Image+Text2025.07 | 50 | 51 | 42.5 | 56.4 | |
| PeskaVLP-visionInitialization=PeskaVLP, Modality=Image-only2025.07 | 48.9 | 48.3 | 42.4 | 56.2 | |
| CVS-AdaptNetInitialization=ResNet50 + BioClinicalBERT, Strategy=Multi-class, Modality=Image+Text2025.07 | 46.8 | 44.6 | 45.6 | 50 | |
| LayoutCVS2025.07 | 44 | — | — | — | |
| LayoutCVS2025.07 | 42.8 | — | — | — | |
| DeepCVS2025.07 | 42.4 | — | — | — | |
| DeepCVS2025.07 | 40.7 | — | — | — | |
| CVS-AdaptNetInitialization=SurgVLP [22], Strategy=Multi-class, Modality=Image+Text2025.07 | 35.9 | 39.2 | 35.2 | 33.1 |