Medical Image Analysis and Informatics: Computer-Aided Diagnosis and Therapy
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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. Cover Half Title Title Page Copyright Page Dedication Table of Contents Foreword on CAD: Its Past, Present, and Future Kunio Doi Preface Acknowledgment Editors Contributors 1: Segmentation and Characterization of White Matter Lesions in FLAIR Magnetic Resonance Imaging Brittany Reiche, Jesse Knight, Alan R. Moody, April Khademi 2: Computer-Aided Diagnosis with Retinal Fundus Images Yuji Hatanaka, Hiroshi Fujita 3: Computer-Aided Diagnosis of Retinopathy of Prematurity in Retinal Fundus Images Faraz Oloumi, Rangaraj M. Rangayyan, Anna L. Ells 4: Automated OCT Segmentation for Images with DME Sohini Roychowdhury, Dara D. Koozekanani, Michael Reinsbach, Keshab K. Parhi 5: Computer-Aided Diagnosis with Dental Images Chisako Muramatsu, Takeshi Hara, Tatsuro Hayashi, Akitoshi Katsumata, Hiroshi Fujita 6: CAD Tool and Telemedicine for Burns Begoña Acha-Piñero, José-Antonio Pérez-Carrasco, Carmen Serrano-Gotarredona 7: CAD of Cardiovascular Diseases Marco A. Gutierrez, Marina S. Rebelo, Ramon A. Moreno, Anderson G. Santiago,Maysa M. G. Macedo 8: Realistic Lesion Insertion for Medical Data Augmentation Aria Pezeshk, Nicholas Petrick, Berkman Sahiner 9: Diffuse Lung Diseases (Emphysema, Airway and Interstitial Lung Diseases) Marcel Koenigkam Santos, Oliver Weinheimer 10: Computerized Detection of Bilateral Asymmetry Arianna Mencattini, Paola Casti, Marcello Salmeri, Rangaraj M. Rangayyan 11: Computer-Aided Diagnosis of Breast Cancer with Tomosynthesis Imaging Heang-Ping Chan, Ravi K. Samala, Lubomir M. Hadjiiski, Jun Wei 12: Computer-Aided Diagnosis of Spinal Abnormalities Marcello H. Nogueira-Barbosa, Paulo Mazzoncini de Azevedo-Marques 13: CAD of GI Diseases with Capsule Endoscopy Yixuan Yuan, Max Q.-H. Meng 14: Texture-Based Computer-Aided Classification of Focal Liver Diseases using Ultrasound Images Jitendra Virmani, Vinod Kumar 15: CAD of Dermatological Ulcers (Computational Aspects of CAD for Image Analysis of Foot and Leg Dermatological Lesions) Marco Andrey Cipriani Frade, Guilherme Ferreira Caetano, É derson Dorileo 16: In Vivo Bone Imaging with Micro-Computed Tomography Steven K. Boyd, Pierre-Yves Lagacé 17: Augmented Statistical Shape Modeling for Orthopedic Surgery and Rehabilitation Bhushan Borotikar, Tinashe Mutsvangwa, Valérie Burdin, Enjie Ghorbel,Mathieu Lempereur, Sylvain Brochard, Eric Stindel, Christian Roux 18: Disease-Inspired Feature Design for Computer-Aided Diagnosis of Breast Cancer Digital Pathology Images Jesse Knight, April Khademi 19: Medical Microwave Imaging and Analysis Rohit Chandra, Ilangko Balasingham, Huiyuan Zhou, Ram M. Narayanan 20: Making Content-Based Medical Image Retrieval Systems Worth for Computer-Aided Diagnosis: From Theory to Application Agma Juci Machado Traina, Marcos Vinícius Naves Bedo, Lucio Fernandes DutraSantos, Luiz Olmes Carvalho, Glauco Vítor Pedrosa, Alceu Ferraz Costa, Caetano Traina Jr. 21: Health Informatics for Research Applications of CAD Thomas M. Deserno, Peter L. Reichertz Concluding Remarks Paulo Mazzoncini de Azevedo-Marques, Arianna Mencattini, Marcello Salmeri,Rangaraj Mandayam Rangayyan Index
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