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Book Cover
E-book
Author Rajinikanth, V

Title Biomedical Signal and Image Examination with Entropy-Based Techniques
Published Milton : Taylor & Francis Group, 2021

Copies

Description 1 online resource (135 p.)
Series Biomedical and Robotics Healthcare Ser
Biomedical and Robotics Healthcare Ser
Contents Cover -- Half title -- Series Page -- Title Page -- Copyright Page -- Contents -- Preface -- Author Biographies -- Chapter 1. Introduction to Entropy and Chaos -- 1.1. Probability Calculations -- 1.2. Entropy -- 1.2.1. The Thermodynamic Entropy -- 1.2.2. Entropy in Information Theory -- 1.2.3. Tsallis Entropy -- 1.2.4. Renyi Entropy -- 1.2.5. Dynamical Entropy -- 1.2.6. Spectral Entropy -- 1.3. Chaos and Entropy -- 1.3.1. Lyapunov Exponents -- 1.3.2. Hurst Exponents -- 1.3.3. Fractal Dimension -- 1.3.4. Spectral Exponents -- 1.4. Entropy of Biological Systems -- 1.5. Mutual Information
3.2.3. Examination of Skin -- 3.2.4. Examination of Lungs -- 3.2.4.1. Pneumonia Diagnosis -- 3.2.4.2. Tuberculosis Diagnosis -- 3.2.4.3. COVID-19 Infection -- 3.2.5. Examination of Brain -- 3.2.5.1. CT Scan -- 3.2.5.2. MRI -- 3.2.6. Examination of Breast -- 3.2.6.1. Mammogram -- 3.2.6.2. Breast MRI -- 3.2.6.3. Thermal Imaging -- 3.2.6.4. Ultrasound Imaging -- 3.3. Choice of Imaging Modality -- 3.4. Traditional Examination -- 3.5. Computer Assisted Analysis -- 3.6. Pre-Processing and Post-Processing Techniques -- 3.7. Summary -- References -- Chapter 4. Entropy Techniques in Image Analysis
4.1. Evaluation of Medical Images -- 4.2. GREY and RGB Scale Images -- 4.3. Image Pre-Processing -- 4.3.1. Entropy and Non-Entropy Based Pre-Processing -- 4.3.1.1. Otsu's Technique -- 4.3.1.2. Kapur's Entropy -- 4.3.1.3. Tsallis Entropy -- 4.3.1.4. Shannon's Entropy -- 4.4. Entropy Based Features in Image Processing -- 4.5. Summary -- References -- Chapter 5. Case Studies With Medical Imaging -- 5.1. Medical Image Modalities -- 5.2. Fundus Image Examination -- 5.2.1. Pre-processing -- 5.2.2. Post-processing -- 5.2.3. Assessment and Validation -- 5.3. Brain MRI Assessment -- 5.3.1. Pre-processing
5.3.2. Post-processing -- 5.3.2.1. Active-Contour (AC) -- 5.3.2.2. Marker-Controlled-Watershed (MCWS) -- 5.3.2.3. Seed-Region-Growing (SRG) -- 5.3.3. Feature Extraction, Selection and Validation -- 5.4. Thermal Image Examination -- 5.5. Summary -- References -- Index
Notes Description based upon print version of record
Form Electronic book
Author Kamalanand, K
Emmanuel, C
Thayumanavan, B
ISBN 9781000327335
1000327337