Fig. 4

Performance of six models based on radiomics, deep learning, and radiomics-deep learning fusion. Radiomics employed the support vector machine model, while deep learning utilized the pre-trained ResNet-18 model. Addition^*, learnable addition^*, concatenation^*, and concatenation indicate different feature fusion techniques. ^* represents that before feature fusion, the radiomics features were mapped to the same dimension as the deep learning features