Biomedical Texture Analysis: Fundamentals, Tools and Challenges

Biomedical Texture Analysis: Fundamentals, Tools and Challenges describes the fundamentals and applications of biomedical texture analysis (BTA) for precision medicine. It defines what biomedical textures (BTs) are and why they require specific image analysis design approaches when compared to more classical computer vision applications. This book details fundamental properties of BTs to highlight key aspects of texture operator design, providing a foundation for biomedical engineers to build the next generation of biomedical texture operators. Examples of novel texture operators are described, with their ability to characterize BTs demonstrated in a variety of applications in radiology and digital histopathology. Recent open-source software frameworks which enable the extraction, exploration and analysis of 2D and 3D texture-based imaging biomarkers are also presented. Gives the fundamentals and applications of biomedical texture analysisUses recent open-source software frameworks which enable the extraction, exploration and analysis of 2D and 3D texture-based imaging biomarkersContains examples of novel texture operators INDICE: 1. Fundamentals of Texture Processing for Biomedical Image Analysis 2. Multi-Scale and Multi-Directional Biomedical Texture Analysis 3. Biomedical Texture Operators and Aggregation Functions 4. Deep Learning in Texture Analysis and its Application to Tissue ImageClassification 5. Fractals for Biomedical Texture Analysis 6. Handling of Feature Space Complexity for Texture Analysis in MedicalImages 7. Rigid Motion Invariant Classification of 3D Textures, 8. An Introduction to Radiomics: An Evolving Cornerstone of Precision Medicine 9.Deep Learning Techniques on Texture Analysis of Chest and Breast Images 10.Analysis of Histopathology Images 11. MaZda - a Framework for Biomedical Image Texture Analysis and Data Exploration 12. QuantImage - An Online Tool for High-Throughput 3D Radiomics FeatureExtraction in PET-CT 13. Web-Based Tools for Exploring the Potential of Quantitative Imaging Biomarkers in Radiology

• ISBN: 978-0-12-812133-7
• Editorial: Academic Press
• Encuadernacion: Rústica
• Páginas: 350
• Fecha Publicación: 01/10/2017
• Nº Volúmenes: 1
• Idioma: Inglés