Medical Image Processing
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MEDICAL IMAGE PROCESSING
Medical Image Processing: Concepts and Applications presents an overview of image processing for various applications in the field of medical science. Inclusion of several topics like noise reduction filters, feature extraction, image restoration, segmentation, soft computing techniques and context-based medical image retrieval, etc. makes this book a single-source information meeting the requirements of the readers. Besides, the coverage of digital image processing, human visual perception and CAD system to be used in automated diagnosis system, medical imaging modalities, various application areas of medical field, detection and classification of various disease, etc. is highly emphasised in the book. The book, divided into eight chapters, presents the topics in a clear, simple, practical and cogent fashion that provides the students with the insight into theory as well as applications to the practical problems. The research orientation of the book greatly supports the concepts of image processing to be applied for segmentation, classification and detection of affected areas in X-ray, MRI and mammographic and all other medical images. Throughout the book, an attempt has been made to address the challenges faced by radiologists, physicians and doctors in scanning, interpretation and diagnosis process. The book uses an abundance of colour images to impart a high level of comprehension of concepts and helps in mastering the process of medical image processing. Special attention is made on the review of algorithms or methods of medical image formation, processing and analysis, medical imaging applications, and emerging medical imaging modality. This is purely a text dedicated for the undergraduate and postgraduate students of biomedical engineering. The book is also of immense use to the students of computer science engineering and IT who offer a course on digital image processing. Key Points • Chapter-end review questions test the students’ knowledge of the funda-mental concepts. • Course outcomes help the students in capturing the key points. • Several images and information regarding morphological operations given in appendices help in getting additional knowledge in the field of medical image processing.
FUNDAMENTALS OF MEDICAL IMAGE PROCESSING USING MATLAB
Author: MAJUMDER, DWIJESH KUMAR DUTTA
language: en
Publisher: PHI Learning Pvt. Ltd.
Release Date: 2022-07-01
The book is designed as per the present requirement of subject. It acquaints the students/readers with fundamental image processing concepts and methodologies for better understanding and more meaningful retrieval of information of the internal structure of human organs. In the book, various concepts of image processing are discussed for different modalities of medical imaging, such as CT, MRI, PET, and SPECT. The book covers various important topics such as Programming in MATLAB, Biomedical Imaging, Artificial Neural Network, and Image Processing. The chapters on image enhancement, segmentation, shape analysis, registration, visualization, and retrieval make this book very comprehensive and useful for the students/readers. The exercises and examples given in each chapter will be very helpful to better understand the topics and to do quick revision. KEY FEATURES 1. Artificial Neural Network in image processing is described briefly. 2. Different modalities of image processing are discussed in the book. 3. Shape theoretic approach of image processing is also discussed. 4. Chapters on Programming in MATLAB, Biomedical Imaging, ANN, Medical Image Modalities, Image Enhancement, Segmentation, Shape Analysis, Registration, Visualization, and Retrieval make the book very comprehensive. TARGET AUDIENCE 1. B.Tech/M.Tech CSE, IT, Engineering Physics, and Mathematics and Computing 2. MCA
Medical Image Processing
Author: Geoff Dougherty
language: en
Publisher: Springer Science & Business Media
Release Date: 2011-07-25
The book is designed for end users in the field of digital imaging, who wish to update their skills and understanding with the latest techniques in image analysis. The book emphasizes the conceptual framework of image analysis and the effective use of image processing tools. It uses applications in a variety of fields to demonstrate and consolidate both specific and general concepts, and to build intuition, insight and understanding. Although the chapters are essentially self-contained they reference other chapters to form an integrated whole. Each chapter employs a pedagogical approach to ensure conceptual learning before introducing specific techniques and “tricks of the trade”. The book concentrates on a number of current research applications, and will present a detailed approach to each while emphasizing the applicability of techniques to other problems. The field of topics is wide, ranging from compressive (non-uniform) sampling in MRI, through automated retinal vessel analysis to 3-D ultrasound imaging and more. The book is amply illustrated with figures and applicable medical images. The reader will learn the techniques which experts in the field are currently employing and testing to solve particular research problems, and how they may be applied to other problems.