Sensitivity Analysis of Radiomic Features on LUNA
8.4Odds Ratio (OR)ViT-B/16
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ViT-B/16Representation=GLCM3D2026.05 | 8.4 | 0 | 1.5 | 0.407 | |
| VGG16Representation=GLCM3D2026.05 | 7.6 | 0 | 1.3 | 0.579 | |
| ResNet50Representation=GLCM3D2026.05 | 7 | 0 | 2.4 | 0.0992 | |
| EfficientNetB7Representation=GLCM3D2026.05 | 6.4 | 0.01 | 2.4 | 0.0993 | |
| ConvNextBRepresentation=GLCM3D2026.05 | 5.7 | 0.01 | 1.8 | 0.27 | |
| ResNet18Representation=GLCM3D2026.05 | 5.6 | 0.01 | 1.3 | 0.579 | |
| DenseNet169Representation=GLCM3D2026.05 | 5.5 | 0.01 | 2.4 | 0.0993 | |
| EfficientNetV2-LRepresentation=GLCM3D2026.05 | 5.2 | 0.02 | 1.2 | 0.781 | |
| MobileNetV3-LRepresentation=GLCM3D2026.05 | 5 | 0.02 | 2 | 0.169 | |
| Swin-BRepresentation=GLCM3D2026.05 | 4.8 | 0.02 | — | — | |
| MobileNetV2Representation=GLCM3D2026.05 | 4.6 | 0.03 | 1.8 | 0.27 | |
| ViT-B/16Representation=Intensity2026.05 | 4.6 | 0.03 | 1.8 | 0.27 | |
| MobileNetV3-LRepresentation=Intensity2026.05 | 4.5 | 0.03 | 1.5 | 0.407 | |
| ConvNextBRepresentation=Intensity2026.05 | 4.2 | 0.04 | 1.3 | 0.579 | |
| VGG19Representation=GLCM3D2026.05 | 3.7 | 0.06 | 2.4 | 0.0993 | |
| ResNet152Representation=GLCM3D2026.05 | 3.3 | 0.08 | 3.6 | 0.0139 | |
| DenseNet169Representation=Intensity2026.05 | 2.5 | 0.18 | 1.8 | 0.27 | |
| EfficientNetV2-SRepresentation=GLCM3D2026.05 | 2.3 | 0.21 | 2.4 | 0.0993 | |
| ResNet152Representation=Intensity2026.05 | 2.2 | 0.25 | 2.7 | 0.0549 | |
| Swin-BRepresentation=Intensity2026.05 | 2.1 | 0.26 | 1.8 | 0.27 | |
| MobileNetV2Representation=Intensity2026.05 | 2.1 | 0.26 | 1.8 | 0.27 | |
| ResNet18Representation=Intensity2026.05 | 2 | 0.3 | 2.7 | 0.055 | |
| VGG16Representation=Intensity2026.05 | 1.7 | 0.43 | 1.8 | 0.27 | |
| ResNet50Representation=Intensity2026.05 | 1.5 | 0.54 | 3.1 | 0.0285 | |
| VGG19Representation=Intensity2026.05 | 1.5 | 0.53 | 3.6 | 0.0139 | |
| EfficientNetB7Representation=Intensity2026.05 | 1.2 | 0.78 | 3.1 | 0.0285 | |
| EfficientNetV2-SRepresentation=Intensity2026.05 | 1.1 | 0.94 | 3.6 | 0.0139 | |
| EfficientNetV2-LRepresentation=Intensity2026.05 | 0.73 | 0.64 | 4.2 | 0.0063 |