Artificial Intelligence in Medical Imaging

Opportunities, Applications and Risks

by Erik R. Ranschaert, Sergey Morozov, Paul R. Algra

DescriptionDetailsHashtagsReport an issue

Book Description

This book provides a thorough overview of the ongoing evolution in the application of artificial intelligence (AI) within healthcare and radiology, enabling readers to gain a deeper insight into the technological background of AI and the impacts of new and emerging technologies on medical imaging. After an introduction on game changers in radiology, such as deep learning technology, the technological evolution of AI in computing science and medical image computing is described, with explanation of basic principles and the types and subtypes of AI. Subsequent sections address the use of imaging biomarkers, the development and validation of AI applications, and various aspects and issues relating to the growing role of big data in radiology. Diverse real-life clinical applications of AI are then outlined for different body parts, demonstrating their ability to add value to daily radiology practices. The concluding section focuses on the impact of AI on radiology and the implications for radiologists, for example with respect to training. Written by radiologists and IT professionals, the book will be of high value for radiologists, medical/clinical physicists, IT specialists, and imaging informatics professionals.

This open book is licensed under a Creative Commons License (CC BY). You can download Artificial Intelligence in Medical Imaging ebook for free in PDF format (10.9 MB).

Book Details

Subject
Medical
Publisher
Springer
Published
2019
Pages
369
Edition
1
Language
English
ISBN13
9783319948775
ISBN10
3319948776
ISBN13 Digital
9783319948782
ISBN10 Digital
3319948784
PDF Size
10.9 MB
License
CC BY

Related Books

Intelligence Unleashed
This book on artificial intelligence in education (AIEd) with two aims in mind. The first was to explain to a non-specialist, interested reader what AIEd is: its goals, how it is built, and how it works. After all, only by securing a certain degree of understanding can we move beyond the science-fiction imagery of AI, and the associated fears. The ...
Medical Imaging Systems
This book gives a complete and comprehensive introduction to the fields of medical imaging systems, as designed for a broad range of applications. The authors of the book first explain the foundations of system theory and image processing, before highlighting several modalities in a dedicated chapter. The initial focus is on modalities that are clo...
Cloud-Based Benchmarking of Medical Image Analysis
This book presents the VISCERAL project benchmarks for analysis and retrieval of 3D medical images (CT and MRI) on a large scale, which used an innovative cloud-based evaluation approach where the image data were stored centrally on a cloud infrastructure and participants placed their programs in virtual machines on the cloud. The book presents the...
Clinical Methods in Medical Family Therapy
This landmark text describes research-informed practices and applications of Medical Family Therapy (MedFT) across an array of care environments and clinical populations. It is a timely release for a rapidly growing field and ably contextualizes MedFT within a myriad of areas, including family medicine, obstetrics and gynecology, psychiatry, alcoho...
Machine Learning for Cyber Physical Systems
This book proceedings presents new approaches to Machine Learning for Cyber Physical Systems, experiences and visions. It contains some selected papers from the international Conference ML4CPS - Machine Learning for Cyber Physical Systems, which was held in Karlsruhe, October 23-24, 2018. Cyber Physical Systems are characterized by their ability to...
Open Source Systems
This book constitutes the refereed proceedings of the 16th IFIP WG 2.13 International Conference on Open Source Systems, OSS 2020, held in Innopolis, Russia, in May 2020.* The 12 revised full papers and 8 short papers presented were carefully reviewed and selected from 42 submissions. The papers cover a wide range of topics in the field of free/l...