Jasjit S Suri, Mainak Biswas

Multimodality Imaging, Volume 1 (eBook, ePUB)

Deep learning applications

• Format: ePub

Produktbeschreibung

Deep Learning has had a major impact on the healthcare industry. With the availability of enhanced computational power and the availability of graphical processing units, deep learning in healthcare has performed better than machine learning paradigms. These improvements are further propelled by the open source nature of deep learning and lower computer hardware prices. There are great potentials in healthcare due to the increase in fully automated processes that are designed to be robust.

This reference text answers several unanswered questions in both the technical and ethical aspects of deep learning and machine learning applications in medical imaging. The book provides an introduction to deep learning and machine learning. It explores the way in which these tools can be successfully applied to different areas of diagnosis of patients through segmentation and classification medical images. The text presents some of the foundational works of application of deep learning in medical diagnosis and explores the ethicality and legal aspects of AI in medical diagnosis, such as wrong diagnosis leading to fatality. Different imaging modalities of the brain, carotid artery, heart and vascular and Covid-19 are also covered.

The text provides medical professionals with insights in identifying problems early on, offering patient treatment that is both tailored and relevant.

Key Features:

• Discusses various diseases related to lung, heart, peripheral arterial imaging, as well as gene expression characterization and classification

• Explores imaging applications, their complexities and the Deep Learning models employed to resolve them in detail

• Provides state-of-the-art contributions while addressing doubts in multimodal research

• Details the future of deep learning and big data in medical imaging

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Produktdetails

• Verlag: Institute of Physics Publishing
• Seitenzahl: 300
• Erscheinungstermin: 20. Dezember 2022
• Englisch
• ISBN-13: 9780750322447
• Artikelnr.: 67057767

Autorenporträt

Professor Mainak Biswas is a computer scientist with specialization in the application of machine learning and deep learning in biomedical domain. His research is inspired from providing an effective solution for computer aided diagnosis for diverse diseases. His PhD specialization was in application of advanced machine learning and deep learning in complex tissue characterization and segmentation from ultrasound images of liver and carotid arteries. Dr. Biswas obtained his PhD from National Institute of Technology Goa.

Professor Jasjit S. Suri has spent over 30 years in the field of biomedical engineering/sciences, software and hardware engineering and its management. He received his Masters from University of Illinois, Chicago and Doctorate from University of Washington, Seattle. Dr. Suri was crowned with President's gold medal in 1980, one of the youngest Fellow of American Institute of Medical and Biological Engineering (AIMBE) for his outstanding contributions at Washington DC in 2004 and was also a recipient of Marquis Life Time Achievement Award for his outstanding contributions in 2018.