Qiyu Jin

May 9, 2024 | onlinelibrary.wiley.com | Guoqing Liu |Yu Guo |Qiyu Jin |Guoqing Chen

CONFLICT OF INTEREST STATEMENT The authors declare no conflicts of interest. REFERENCES 1, , , . Cancer statistics, 2022. CA Cancer J Clin. 2022; 72(1): 7-33. 2, , , . Region extraction and classification of skin cancer: a heterogeneous framework of deep CNN features fusion and reduction. J Med Syst. 2019; 43(9): 289. 3, , , et al. Melanoma. The Lancet. 2018; 392(10151): 971-984. 4, , , et al. Kvasir-seg: A Segmented Polyp Dataset. Springer; 2020: 451-462. 5, .

Sep 27, 2023 | mdpi.com | Wenchao Zhang |Yu Guo |Qiyu Jin

2. Radiomics WorkflowThe radiomics workflow is divided into five key stages, each with its own specific challenges. Radiomics employs various feature extraction algorithms to transform imaging data from the ROIs into either first-order or higher-order features. This process aims to enhance clinical diagnostic accuracy and prognostic/predictive value by exploring and evaluating data relationships. Figure 3 depicts the fundamental radiomics process.