Hybrid and advanced compression techniques for medical images. ([2019])

• Record Type: Book
• Further Information: Note: Rohit M. Thanki, Ashish Kothari.
• Authors: Thanki, Rohit M; Kothari, Ashish
• Contents: Intro; Preface; Audience; Approach; Content and Organization; Acknowledgments; Contents; List of Tables; List of Figures; About the Authors; Chapter 1: Data Compression and Its Application in Medical Imaging; 1.1 Introduction; 1.2 Data Compression Model; 1.3 Classification of Data Compression Methods; 1.4 Types of Data Compression Methods; 1.4.1 Lossy Compression; 1.4.2 Lossless Compression; 1.5 Medical Imaging Modalities and Its Characteristics; 1.6 Standard for Communication of Medical Imaging Modalities; 1.7 Need and Usage of Compression for Medical Imaging Modalities 1.8 Motivation and Organization of the Book1.9 Summary of the Chapter; References; Chapter 2: Classification in Data Compression; 2.1 Based on the Quality of Data; 2.2 Based on Coding Techniques; 2.3 Based on Types of Data; 2.3.1 Text Compression; 2.3.2 Image Compression; 2.3.3 Audio Compression; 2.3.4 Video Compression; 2.4 Based on Applications; 2.5 Summary of the Chapter; References; Chapter 3: Mathematical Preliminaries; 3.1 Discrete Fourier Transform (DFT); 3.2 Discrete Cosine Transform (DCT); 3.3 Discrete Wavelet Transform (DWT); 3.4 Singular Value Decomposition (SVD) 3.5 Compressive Sensing (CS) Theory3.5.1 CS Acquisition Process; 3.5.2 CS Reconstruction Process; 3.5.3 Important Properties of CS Theory; 3.5.3.1 Sparsity; 3.5.3.2 Incoherent Sampling; 3.5.3.3 Restricted Isometric Property (RIP); 3.5.4 Recovery Algorithms for CS Theory; 3.5.4.1 Orthogonal Matching Pursuit (OMP) Algorithm; 3.6 Performance Criteria for Image Compression; 3.7 Summary of the Chapter; References; Chapter 4: Conventional Compression Techniques for Medical Images; 4.1 The Process of Image Compression; 4.2 Medical Image Compression Technique Using DCT 4.3 Medical Image Compression Technique Using DWT4.4 Medical Image Compression Technique Using SVD; 4.5 Medical Image Compression Technique Using Hybridization of Transforms; 4.5.1 Hybrid Medical Image Compression Using DWT and DCT; 4.5.2 Hybrid Medical Image Compression Using SVD, DWT, and DCT; 4.6 Summary of the Chapter; References; Chapter 5: CS Theory-Based Compression Techniques for Medical Images; 5.1 CS Theory-Based Image Compression; 5.2 CS Theory-Based Medical Image Compression Using DFT; 5.3 CS Theory-Based Medical Image Compression Using DCT 5.4 CS Theory-Based Medical Image Compression Using DWT5.5 CS Theory-Based Medical Image Compression Using Hybridization of DCT and DWT; 5.6 Summary of the Chapter; References; Chapter 6: Color Medical Image Compression Techniques; 6.1 Conventional Image Compression Techniques for Color Medical Images; 6.2 CS Theory-Based Compression Techniques for Color Medical Images; 6.3 Summary of the Chapter; References; Index
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2019
• Extent: 1 online resource
• Subjects: 616.0754; Diagnostic imaging; HEALTH & FITNESS / Diseases / General; MEDICAL / Clinical Medicine; MEDICAL / Diseases; MEDICAL / Evidence-Based Medicine; MEDICAL / Internal Medicine; Electronic books; Electronic books
• Languages: English
• ISBNs: 9783030125752; 3030125750
• Related ISBNs: 9783030125745; 3030125742
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (EBSCO, viewed February 26, 2019).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.