Sensitivity Analysis of Radiomic Features on RadioLung
84Odds Ratio (n)VGG16
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VGG16Representation=GLCM3D2026.05 | 84 | 0 | 0.37 | 0.489 | |
| ConvNextBRepresentation=GLCM3D2026.05 | 74 | 0 | 0.37 | 0.49 | |
| Swin-BRepresentation=GLCM3D2026.05 | 74 | 0 | 0.37 | 0.49 | |
| MobileNetV3-LRepresentation=GLCM3D2026.05 | 64 | 0 | 0.37 | 0.49 | |
| ResNet50Representation=Intensity2026.05 | 45 | 0 | 1.5 | 0.716 | |
| DenseNet169Representation=Intensity2026.05 | 31 | 0 | 1.5 | 0.716 | |
| ViT-B/16Representation=GLCM3D2026.05 | 20 | 0 | — | — | |
| VGG19Representation=GLCM3D2026.05 | 20 | 0 | 1 | 1 | |
| VGG19Representation=Intensity2026.05 | 19 | 0 | 1.5 | 0.716 | |
| ConvNextBRepresentation=Intensity2026.05 | 17 | 0 | 3.6 | 0.225 | |
| DenseNet169Representation=GLCM3D2026.05 | 12 | 0.01 | 3 | 0.304 | |
| EfficientNetV2-LRepresentation=GLCM3D2026.05 | 12 | 0 | 4.4 | 0.155 | |
| MobileNetV2Representation=Intensity2026.05 | 12 | 0 | 4.9 | 0.119 | |
| ResNet50Representation=GLCM3D2026.05 | 12 | 0.01 | 3 | 0.304 | |
| VGG16Representation=Intensity2026.05 | 10 | 0.01 | 3.6 | 0.225 | |
| ResNet18Representation=Intensity2026.05 | 8.3 | 0.01 | 4.9 | 0.118 | |
| ResNet152Representation=Intensity2026.05 | 6.1 | 0.02 | 8.6 | 0.0311 | |
| MobileNetV3-LRepresentation=Intensity2026.05 | 5.6 | 0.04 | 4.9 | 0.118 | |
| MobileNetV2Representation=GLCM3D2026.05 | 5.3 | 0.05 | 4.4 | 0.154 | |
| ResNet152Representation=GLCM3D2026.05 | 5.3 | 0.05 | 4.4 | 0.155 | |
| ResNet18Representation=GLCM3D2026.05 | 4.5 | 0.07 | 6.1 | 0.077 | |
| EfficientNetV2-SRepresentation=GLCM3D2026.05 | 4.4 | 0.06 | 10 | 0.0185 | |
| EfficientNetV2-SRepresentation=Intensity2026.05 | 4 | 0.07 | 17 | 0.0039 | |
| ViT-B/16Representation=Intensity2026.05 | 3.9 | 0.08 | 14 | 0.0078 | |
| EfficientNetB7Representation=Intensity2026.05 | 3.9 | 0.07 | 25 | 0.0009 | |
| EfficientNetV2-LRepresentation=Intensity2026.05 | 3.4 | 0.11 | 14 | 0.0078 | |
| EfficientNetB7Representation=GLCM3D2026.05 | 2.8 | 0.18 | 16 | 0.0044 | |
| Swin-BRepresentation=Intensity2026.05 | 2.6 | 0.23 | 11 | 0.0156 |