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. 2022 Aug 17;12:963612. doi: 10.3389/fonc.2022.963612

Figure 1.

Figure 1

Radiomics workflows based on hand-crafted features or deep learning. CEUS, contrast-enhanced ultrasound; ROI, region of interest; MIC, mutual information and maximal information coefficient; SVM, support vector machine; KNN, k nearest neighbor; NAC, neoadjuvant chemotherapy.