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Artificial Intelligence-based Infrared Thermal Image Processing and its Applications

Gebonden Engels 2022 9781032158143
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Samenvatting

Infrared thermography is a fast and non-invasive technology that provides a map of the temperature distribution on the body’s surface. This book provides a description of designing and developing a computer-assisted diagnosis (CAD) system based on thermography for diagnosing such common ailments as rheumatoid arthritis (RA), diabetes complications, and fever. It also introduces applications of machine-learning and deep-learning methods in the development of CAD systems.

Key Features:Covers applications of various image processing techniques in thermal imaging applications for the diagnosis of different medical conditionsDescribes the development of a computer diagnostics system (CAD) based on thermographic dataDiscusses deep-learning models for accurate diagnosis of various diseasesIncludes new aspects in rheumatoid arthritis and diabetes research using advanced analytical toolsReviews application of feature fusion algorithms and feature reduction algorithms for accurate classification of images

This book is aimed at researchers and graduate students in biomedical engineering, medicine, image processing, and CAD.

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Inhoudsopgave

Chapter 1 Fundamentals of Infrared Thermal Imaging

Chapter 2 Protocol for Standardized Data Collection in Humans

Chapter 3 Basic Approaches of Artificial Intelligence and Machine Learning in Thermal Image Processing

Chapter 4 Thermal Imaging for Arthritis Evaluation in a Small Animal Model

Chapter 5 Thermal Imaging for Inflammatory Arthritis Evaluation

Chapter 6 Potential of Thermal Imaging to Detect Complications in Diabetes: Rationale for Diabetes Screening with Thermal Imaging

Chapter 7 Thermal Imaging in Detection of Fever for Infectious Diseases

Chapter 8 Ethical Aspects in Thermal Imaging Research

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          Artificial Intelligence-based Infrared Thermal Image Processing and its Applications