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Deep Network Design for Medical Image Computing: Principles and Applications covers a range of MIC tasks and discusses design principles of these tasks for deep learning approaches in medicine. These include skin disease classification, vertebrae identification and localization, cardiac ultrasound image segmentation, 2D/3D medical image registration for intervention, metal artifact reduction, sparse-view artifact reduction, etc. For each topic, the book provides a deep learning-based solution that takes into account the medical or biological aspect of the problem and how the solution addresses a variety of important questions surrounding architecture, the design of deep learning techniques, when to introduce adversarial learning, and more.
E-books --- Medical imaging equipment industry. --- Diagnostic imaging. --- Medical informatics. --- Computer networks --- Diagnostic Imaging --- Deep Learning --- Image Interpretation, Computer-Assisted --- Image Processing, Computer-Assisted --- Design.
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Medical imaging equipment industry. --- Tomography, Emission --- New products --- Equipment and supplies. --- Management --- Case studies. --- 658.51 --- 681 --- 658.81 --- Medical imaging equipment industry --- -Tomography, Emission --- -Economie en technologische innovatie 338:06 --- Computerized emission tomography --- Emission tomography --- PET (Tomography) --- PET-CT (Tomography) --- Positron emission tomography --- Positron emission transaxial tomography --- Radionuclide tomography --- Scintigraphy, Tomographic --- Tomography, Radionuclide --- Diagnosis --- Diagnostic imaging --- Positrons --- Radioisotope scanning --- New product development --- NPD (Marketing) --- Product development --- Products, New --- Commercial products --- Industrial design --- Medical instruments and apparatus industry --- Organization of production --- Precision mechanisms and instruments --- Sales organization --- -Case studies --- Equipment and supplies --- Data processing --- Emission --- 658.81 Sales organization --- 681 Precision mechanisms and instruments --- 658.51 Organization of production --- Economie en technologische innovatie 338:06 --- Management&delete& --- Case studies --- Tomography, Emission - Equipment and supplies. --- New products - Management - Case studies. --- GESTION --- NOUVEAUX PRODUITS --- ETUDE DE CAS --- INNOVATION
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