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Artificial Intelligence and Machine Learning for Digital Pathology: State-Of-The-Art and Future Challenges

Artificial Intelligence and Machine Learning for Digital Pathology: State-Of-The-Art and Future Challenges (Paperback, 2020)

Andreas Holzinger, Randy Goebel, Michael Mengel, Heimo Muller (엮은이)
Springer
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Artificial Intelligence and Machine Learning for Digital Pathology: State-Of-The-Art and Future Challenges
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책 정보

· 제목 : Artificial Intelligence and Machine Learning for Digital Pathology: State-Of-The-Art and Future Challenges (Paperback, 2020) 
· 분류 : 외국도서 > 컴퓨터 > 사회이슈
· ISBN : 9783030504014
· 쪽수 : 341쪽
· 출판일 : 2020-06-21

목차

Expectations of Artificial Intelligence for Pathology.- Interpretable Deep Neural Network to Predict Estrogen Receptor Status from Haematoxylin-Eosin Images.- Supporting the Donation of Health Records to Biobanks for Medical Research.- Survey of XAI in Digital Pathology.- Sample Quality as Basic Prerequisite for Data Quality: A Quality Management System for Biobanks.- Black Box Nature of Deep Learning for Digital Pathology: Beyond Quantitative to Qualitative Algorithmic Performances.- Towards a Better Understanding of the Workflows: Modeling Pathology Processes in View of Future AI Integration.- OBDEX ? Open Block Data Exchange System.- Image Processing and Machine Learning Techniques for Diabetic Retinopathy Detection: A Review.- Higher Education Teaching Material on Machine Learning in the Domain of Digital Pathology.- Classification vs Deep Learning in Cancer Degree on Limited Histopathology Datasets.- Biobanks and Biobank-Based Artificial Intelligence (AI) Implementation Through an International Lens.- HistoMapr: An Explainable AI (xAI) Platform for Computational Pathology Solutions.- Extension of the Identity Management System Mainzelliste to Reduce Runtimes for Patient Registration in Large Datasets.- Digital Image Analysis in Pathology Using DNA Stain: Contributions in Cancer Diagnostics and Development of Prognostic and Theranostic Biomarkers.- Assessment and Comparison of Colour Fidelity of Whole slide imaging scanners.- Deep Learning Methods for Mitosis Detection in Breast Cancer Histopathological Images: a Comprehensive Review.- Developments in AI and Machine Learning for Neuroimaging.

저자소개

Michael Mengel (엮은이)    정보 더보기
펼치기
Heimo Muller (엮은이)    정보 더보기
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