Biomedical Texture Analysis

Fundamentals, Tools and Challenges

Nonfiction, Science & Nature, Technology, Engineering, Computers, Application Software
Cover of the book Biomedical Texture Analysis by , Elsevier Science
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: ISBN: 9780128123218
Publisher: Elsevier Science Publication: August 25, 2017
Imprint: Academic Press Language: English
Author:
ISBN: 9780128123218
Publisher: Elsevier Science
Publication: August 25, 2017
Imprint: Academic Press
Language: English

Biomedical Texture Analysis: Fundamentals, Applications, 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.

The fundamental properties of BTs are given 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 and their ability to characterize BTs are 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.

This book provides a thorough background on texture analysis for graduate students and biomedical engineers from both industry and academia who have basic image processing knowledge. Medical doctors and biologists with no background in image processing will also find available methods and software tools for analyzing textures in medical images.

  • Defines biomedical texture precisely and describe how it is different from general texture information considered in computer vision
  • Defines the general problem to translate 2D and 3D texture patterns from biomedical images to visually and biologically relevant measurements
  • Describes, using intuitive concepts, how the most popular biomedical texture analysis approaches (e.g., gray-level matrices, fractals, wavelets, deep convolutional neural networks) work, what they have in common, and how they are different
  • Identifies the strengths, weaknesses, and current challenges of existing methods including both handcrafted and learned representations, as well as deep learning. The goal is to establish foundations for building the next generation of biomedical texture operators
  • Showcases applications where biomedical texture analysis has succeeded and failed
  • Provides details on existing, freely available texture analysis software, helping experts in medicine or biology develop and test precise research hypothesis
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Biomedical Texture Analysis: Fundamentals, Applications, 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.

The fundamental properties of BTs are given 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 and their ability to characterize BTs are 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.

This book provides a thorough background on texture analysis for graduate students and biomedical engineers from both industry and academia who have basic image processing knowledge. Medical doctors and biologists with no background in image processing will also find available methods and software tools for analyzing textures in medical images.

More books from Elsevier Science

Cover of the book Advances in Genetics by
Cover of the book mmWave Massive MIMO by
Cover of the book Oxygen Transport in Red Blood Cells by
Cover of the book Metaheuristic Applications in Structures and Infrastructures by
Cover of the book Security Electronics Circuits Manual by
Cover of the book Reaction Kinetics by
Cover of the book Libraries and Public Perception by
Cover of the book Well Testing Project Management by
Cover of the book Energy Developments: New Forms, Renewables, Conservation by
Cover of the book Electrochemical Reactions and Mechanisms in Organic Chemistry by
Cover of the book Metal Oxide-Based Thin Film Structures by
Cover of the book Disease Modelling and Public Health, Part A by
Cover of the book Pharmaceuticals and Personal Care Products: Waste Management and Treatment Technology by
Cover of the book Foods, Nutrients and Food Ingredients with Authorised EU Health Claims by
Cover of the book Performance and Improvement of Green Construction Projects by
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy