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Computational Intelligence and Modelling Techniques for Disease Detection in Mammogram Images
Hoofdkenmerken
Auteur: D. Jude Hemanth
Titel: Computational Intelligence and Modelling Techniques for Disease Detection in Mammogram Images
Uitgever: Elsevier S & T
ISBN: 9780443140006
ISBN boekversie: 9780443139994
Editie: 1
Prijs: € 191.84
Verschijningsdatum: 16-11-2023
Inhoudelijke kenmerken
Categorie: Intelligence (AI) & Semantics
Taal: English
Imprint: Academic Press
Technische kenmerken
Verschijningsvorm: E-book
 

Inhoudsopgave:

\u003cp\u003e\u003ci\u003eComputational Intelligence and Modelling Techniques for Disease Detection in Mammogram Images\u003c/i\u003e comprehensively examines the wide range of AI-based mammogram analysis methods for medical applications. Beginning with an introductory overview of mammogram data analysis, the book covers the current technologies such as ultrasound, molecular breast imaging (MBI), magnetic resonance (MR), and Positron Emission mammography (PEM), as well as the recent advancements in 3D breast tomosynthesis and 4D mammogram. Deep learning models are presented in each chapter to show how they can assist in the efficient processing of breast images. The book also discusses hybrid intelligence approaches for early-stage detection and the use of machine learning classifiers for cancer detection, staging and density assessment in order to develop a proper treatment plan.\u003c/p\u003e \u003cp\u003eThis book will not only aid computer scientists and medical practitioners in developing a real-time AI based mammogram analysis system, but also addresses the issues and challenges with the current processing methods which are not conducive for real-time applications. \u003c/p\u003e\u003cul\u003e\u003cli\u003ePresents novel ideas for AI based mammogram data analysis\u003c/li\u003e\u003cli\u003eDiscusses the roles deep learning and machine learning techniques play in efficient processing of mammogram images and in the accurate defining of different types of breast cancer\u003c/li\u003e\u003cli\u003eFeatures dozens of real-world case studies from contributors across the globe\u003c/li\u003e\u003c/ul\u003e
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