1st Edition

Medical Image Analysis and Informatics
Computer-Aided Diagnosis and Therapy





ISBN 9781498753197
Published November 29, 2017 by CRC Press
518 Pages 119 Color & 101 B/W Illustrations

USD $260.00

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Book Description

With the development of rapidly increasing medical imaging modalities and their applications, the need for computers and computing in image generation, processing, visualization, archival, transmission, modeling, and analysis has grown substantially. Computers are being integrated into almost every medical imaging system. Medical Image Analysis and Informatics demonstrates how quantitative analysis becomes possible by the application of computational procedures to medical images. Furthermore, it shows how quantitative and objective analysis facilitated by medical image informatics, CBIR, and CAD could lead to improved diagnosis by physicians. Whereas CAD has become a part of the clinical workflow in the detection of breast cancer with mammograms, it is not yet established in other applications. CBIR is an alternative and complementary approach for image retrieval based on measures derived from images, which could also facilitate CAD. This book shows how digital image processing techniques can assist in quantitative analysis of medical images, how pattern recognition and classification techniques can facilitate CAD, and how CAD systems can assist in achieving efficient diagnosis, in designing optimal treatment protocols, in analyzing the effects of or response to treatment, and in clinical management of various conditions. The book affirms that medical imaging, medical image analysis, medical image informatics, CBIR, and CAD are proven as well as essential techniques for health care.

Table of Contents

Foreword on CAD: Its Past, Present, and Future



Preface



Acknowledgment



Contributors



1 Segmentation and Characterization of White Matter Lesions in FLAIR Magnetic Resonance Imaging



2 Computer-Aided Diagnosis with Retinal Fundus Images



3 Computer-Aided Diagnosis of Retinopathy of Prematurity in Retinal Fundus Images



4 Automated OCT Segmentation for Images with DME



5 Computer-Aided Diagnosis with Dental Images



6 CAD Tool and Telemedicine for Burns



7 CAD of Cardiovascular Diseases



8 Realistic Lesion Insertion for Medical Data Augmentation



9 Diffuse Lung Diseases (Emphysema, Airway and Interstitial Lung Diseases)



10 Computerized Detection of Bilateral Asymmetry



11 Computer-Aided Diagnosis of Breast Cancer with Tomosynthesis Imaging



12 Computer-Aided Diagnosis of Spinal Abnormalities



13 CAD of GI Diseases with Capsule Endoscopy



14 Texture-Based Computer-Aided Classification of Focal Liver Diseases using Ultrasound Images



15 CAD of Dermatological Ulcers (Computational Aspects of CAD for Image Analysis of Foot and Leg Dermatological Lesions)



16 In Vivo Bone Imaging with Micro-Computed Tomography



17 Augmented Statistical Shape Modeling for Orthopedic Surgery and



Rehabilitation



18 Disease-Inspired Feature Design for Computer-Aided Diagnosis of Breast Cancer Digital Pathology Images



19 Medical Microwave Imaging and Analysis



20 Making Content-Based Medical Image Retrieval Systems for Computer-Aided Diagnosis: From Theory to Application



21 Health Informatics for Research Applications of CAD



Concluding Remarks



Index

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Editor(s)

Biography

Paulo Mazzoncini de Azevedo Marques is Associate Professor of Biomedical Informatics and Medical Physics. He is a Fellow of IEEE: Arianna Menattini, is in the Dept. of Electronic Engineering, at the Univ. of Rome Tor Vergata and is an active researcher in medical image analysis; Marcello Salmeri is an Associate Professor at the Univ. of Rome Tor Vergata; Rangaraj M. Rangayyan is an IEEE Fellow, Fellow AIMBE and SPIE. He ia extremely active in Computer Aided Diagnostic analysis and therapies for a number of different maladies.

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Author - Paulo Mazzoncini de  Azevedo-Marques
Editor

Paulo Mazzoncini de Azevedo-Marques

Associate Professor, University of São Paulo - USP
Ribeirao Pareto, SP, Brazil

Learn more about Paulo Mazzoncini de Azevedo-Marques »