EGFR and non-small cell lung carcinoma: To compare radiomics and deep learning in predicting EGFR mutation status in patients with NSCLC based on PET/CT images, the two-channel deep learning model and radiomics model based on PET/CT images were designed, and the prediction performance of them were compared.