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Artificial Intelligence and Machine Learning for Digital Pathology

2020-06-24 Computers
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Release : 2020-06-24
Genre : Computers
Kind : eBook
Book Rating : 026/5 ( reviews)

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Book Synopsis Artificial Intelligence and Machine Learning for Digital Pathology by : Andreas Holzinger

Download or read book Artificial Intelligence and Machine Learning for Digital Pathology written by Andreas Holzinger. This book was released on 2020-06-24. Available in PDF, EPUB and Kindle. Book excerpt: Data driven Artificial Intelligence (AI) and Machine Learning (ML) in digital pathology, radiology, and dermatology is very promising. In specific cases, for example, Deep Learning (DL), even exceeding human performance. However, in the context of medicine it is important for a human expert to verify the outcome. Consequently, there is a need for transparency and re-traceability of state-of-the-art solutions to make them usable for ethical responsible medical decision support. Moreover, big data is required for training, covering a wide spectrum of a variety of human diseases in different organ systems. These data sets must meet top-quality and regulatory criteria and must be well annotated for ML at patient-, sample-, and image-level. Here biobanks play a central and future role in providing large collections of high-quality, well-annotated samples and data. The main challenges are finding biobanks containing ‘‘fit-for-purpose’’ samples, providing quality related meta-data, gaining access to standardized medical data and annotations, and mass scanning of whole slides including efficient data management solutions.

Digital Pathology

2015-10-23 Medical
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Release : 2015-10-23
Genre : Medical
Kind : eBook
Book Rating : 797/5 ( reviews)

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Book Synopsis Digital Pathology by : Keith J. Kaplan

Download or read book Digital Pathology written by Keith J. Kaplan. This book was released on 2015-10-23. Available in PDF, EPUB and Kindle. Book excerpt: Digital Pathology: Historical Perspectives, Current Concepts & Future Applications provides the authoritative text in the digital pathology domain by combining the established expertise of leaders in this diverse arena with practical applications of this transformative platform while harnessing a content rich, interactive format. In detailing a cohesive narrative from a broad, global perspective the lessons learned from the past, the obstacles to digital pathology adoption that have been overcome and the challenges that remain for full realization of the potential that computational analysis affords, this text provides readers with the latest in where the field is heading as it seeks to unlock the potential of digital pathology by leveraging cutting edge technologies and innovative tools. Digital Pathology: Historical Perspectives, Current Concepts & Future Applications will be of great value to Pathologists including Translational Researchers and Informaticists, Pathology Trainees including Residents and Informatics Fellows, Healthcare CMIOs and CIOs, Bioimaging Engineers and Computer Vision Scientists, as well as Laboratory Information Technologists.

Digital Pathology

2019-07-03 Computers
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Release : 2019-07-03
Genre : Computers
Kind : eBook
Book Rating : 373/5 ( reviews)

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Book Synopsis Digital Pathology by : Constantino Carlos Reyes-Aldasoro

Download or read book Digital Pathology written by Constantino Carlos Reyes-Aldasoro. This book was released on 2019-07-03. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 15th European Congress on Digital Pathology, ECDP 2019, held in Warwick, UK in April 2019. The 21 full papers presented in this volume were carefully reviewed and selected from 30 submissions. The congress theme will be Accelerating Clinical Deployment, with a focus on computational pathology and leveraging the power of big data and artificial intelligence to bridge the gaps between research, development, and clinical uptake.

Digital Pathology

2017 Medical informatics
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Release : 2017
Genre : Medical informatics
Kind : eBook
Book Rating : 104/5 ( reviews)

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Book Synopsis Digital Pathology by : Liron Pantanowitz

Download or read book Digital Pathology written by Liron Pantanowitz. This book was released on 2017. Available in PDF, EPUB and Kindle. Book excerpt: The definitive, complete reference of digital pathology! An extraordinarily comprehensive and complete book for individuals with anything from minimal knowledge to deep, accomplished experience in digital pathology. Easy to read and plainly written, Digital Pathology examines the history and technological evolution of digital pathology, from the birth of scanning technology and telepathology to three-dimensional imaging on large multi-touch displays and computer aided diagnosis. A must-have book for anyone wishing to learn more about and work in this exciting and critical information environment including pathologists, laboratory professionals, students and any other medical practitioners with a particular interest in the history and future of digital pathology. It can also be a useful reference for anyone, medical or non-medical, who have an interest in learning more about the field. Digital pathology is truly a game changer, and this book is a crucial tool for anyone wishing to know more. Subjects discussed in depth include: Static digital imaging; basics and clinical use. Digital imaging processes. Telepathology. While slide imaging. Clinical applications of whole slide imaging. Digital pathology for educational, quality improvement, research and other settings. Forensic digital imaging.

Whole Slide Imaging

2021-10-29 Medical
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Release : 2021-10-29
Genre : Medical
Kind : eBook
Book Rating : 321/5 ( reviews)

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Book Synopsis Whole Slide Imaging by : Anil V. Parwani

Download or read book Whole Slide Imaging written by Anil V. Parwani. This book was released on 2021-10-29. Available in PDF, EPUB and Kindle. Book excerpt: This book provides up-to-date and practical knowledge in all aspects of whole slide imaging (WSI) by experts in the field. This includes a historical perspective on the evolution of this technology, technical aspects of making a great whole slide image, the various applications of whole slide imaging and future applications using WSI for computer-aided diagnosis The goal is to provide practical knowledge and address knowledge gaps in this emerging field. This book is unique because it addresses an emerging area in pathology for which currently there is only limited information about the practical aspects of deploying this technology. For example, there are no established selection criteria for choosing new scanners and a knowledge base with the key information. The authors of the various chapters have years of real-world experience in selecting and implementing WSI solutions in various aspects of pathology practice. This text also discusses practical tips and pearls to address the selection of a WSI vendor, technology details, implementing this technology and provide an overview of its everyday uses in all areas of pathology. Chapters include important information on how to integrate digital slides with laboratory information system and how to streamline the “digital workflow” with the intent of saving time, saving money, reducing errors, improving efficiency and accuracy, and ultimately benefiting patient outcomes. Whole Slide Imaging: Current Applications and Future Directions is designed to present a comprehensive and state-of the-art approach to WSI within the broad area of digital pathology. It aims to give the readers a look at WSI with a deeper lens and also envision the future of pathology imaging as it pertains to WSI and associated digital innovations.

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