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Combination of Deep Learning Grad-CAM and Radiomics for Automatic Localization and Diagnosis of Architectural Distortion on DBT
Abbreviations AD (Architectural Distortion) AI (Artificial Intelligence) AUC (Area Under Curve) CAD (Computer-Aided Diagnosis) DBT (Digital Breast Tomosynthesis) DL (Deep Learning) Grad-CAM (Gradient-weighted Class Activation Mapping) ROC (Receiver Operating Curve) ROI (Region Of Interest) SVM (Support Vector Machine) Key Words Architectural distortion Breast cancer Deep learning Digital breast tomosynthesis Radiomics Get full text access Log in, subscribe or purchase for full access.
Diagnostic value of Kaiser score combined with breast vascular assessment from breast MRI for the characterization of breast lesions
Highlights 1. Ipsilaterally increased vascularity and AVS were significantly associated with malignancy. 2. The Kaiser score had high efficiency in the differential diagnosis of breast lesions, especially mass lesions. 3. The combination of breast vascular assessment and Kaiser score could be better than Kaiser score in diagnosing breast cancer, especially for non-mass lesions.
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