Deep Learning for COVID Image Analysis

Written By Hayit Greenspan
Deep Learning for COVID Image Analysis
  • Publsiher : Academic Press
  • Release : 15 October 2021
  • ISBN : 9780323901079
  • Pages : 350 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Deep Learning for COVID Image Analysis written by Hayit Greenspan which was release on 15 October 2021, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Medical imaging is playing a role in the fight against COVID-19, in some countries as a key tool, from the screening and diagnosis through the entire treatment procedure. The extraordinarily rapid spread of this pandemic has demonstrated that a new disease entity with a subset of relatively unique characteristics can pose a major new clinical challenge that requires new diagnostic tools in imaging. The AI/Deep Learning Imaging community has shown in many recent publications that rapidly developed AI-based automated CT and Xray image analysis tools can achieve high accuracy in detection of Coronavirus positive patients as well as quantifying the disease burden. The typical developmental cycle and large number of studies required to develop AI algorithms for various disease entities is much too long to respond effectively to produce these software tools on demand. This suggests the strong need to develop software more rapidly, perhaps using transfer learning from existing algorithms, to train on a relatively limited number of cases, and to train on multiple datasets in various locations that may not be able to be easily combined due to privacy and security issues. Deep Learning for COVID Image Analysis provides a comprehensive overview of the most recently developed deep learning-based systems and solutions for COVID-19 image analysis, assembling a collection of state-of-the-art works for detection, severity analysis and predictive analysis, all of which are tools to support handling of the disease. Provides a comprehensive overview of research work on deep learning for COVID-19 image analysis Offers proven deep learning algorithms for medical image analysis applications Presents the research challenges in approaching a new disease

Deep Learning for COVID Image Analysis

Deep Learning for COVID Image Analysis
  • Author : Hayit Greenspan,S. Kevin Zhou
  • Publisher : Academic Press
  • Release Date : 2021-10-15
  • Total pages : 350
  • ISBN : 9780323901079
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Summary : Medical imaging is playing a role in the fight against COVID-19, in some countries as a key tool, from the screening and diagnosis through the entire treatment procedure. The extraordinarily rapid spread of this pandemic has demonstrated that a new disease entity with a subset of relatively unique characteristics can ...

Advances in Deep Learning for Medical Image Analysis

Advances in Deep Learning for Medical Image Analysis
  • Author : Archana Mire,Vinayak Elangovan,Shailaja Patil
  • Publisher : CRC Press
  • Release Date : 2022-04-28
  • Total pages : 168
  • ISBN : 9780323901079
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Summary : This reference text introduces the classical probabilistic model, deep learning, and big data techniques for improving medical imaging and detecting various diseases. The text addresses a wide variety of application areas in medical imaging where deep learning techniques provide solutions with lesser human intervention and reduced time. It comprehensively covers ...

Computational Modelling and Imaging for SARS CoV 2 and COVID 19

Computational Modelling and Imaging for SARS CoV 2 and COVID 19
  • Author : S. Prabha,P. Karthikeyan,K. Kamalanand,N. Selvaganesan
  • Publisher : CRC Press
  • Release Date : 2021-09-03
  • Total pages : 160
  • ISBN : 9780323901079
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Summary : The aim of this book is to present new computational techniques and methodologies for the analysis of the clinical, epidemiological and public health aspects of SARS-CoV-2 and COVID-19 pandemic. The book presents the use of soft computing techniques such as machine learning algorithms for analysis of the epidemiological aspects of ...

Artificial Intelligence for COVID 19

Artificial Intelligence for COVID 19
  • Author : Diego Oliva,Said Ali Hassan,Ali Mohamed
  • Publisher : Springer Nature
  • Release Date : 2021-07-19
  • Total pages : 594
  • ISBN : 9780323901079
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Summary : This book presents a compilation of the most recent implementation of artificial intelligence methods for solving different problems generated by the COVID-19. The problems addressed came from different fields and not only from medicine. The information contained in the book explores different areas of machine and deep learning, advanced image ...

Artificial Intelligence and Machine Learning for COVID 19

Artificial Intelligence and Machine Learning for COVID 19
  • Author : Fadi Al-Turjman
  • Publisher : Springer Nature
  • Release Date : 2021-02-19
  • Total pages : 266
  • ISBN : 9780323901079
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Summary : This book is dedicated to addressing the major challenges in fighting COVID-19 using artificial intelligence (AI) and machine learning (ML) – from cost and complexity to availability and accuracy. The aim of this book is to focus on both the design and implementation of AI-based approaches in proposed COVID-19 solutions that ...

Image Analysis and Processing ICIAP 2022 Workshops

Image Analysis and Processing  ICIAP 2022 Workshops
  • Author : Pier Luigi Mazzeo,Emanuele Frontoni,Stan Sclaroff,Cosimo Distante
  • Publisher : Springer Nature
  • Release Date : 2022-09-04
  • Total pages : 572
  • ISBN : 9780323901079
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Summary : The two-volume set LNCS 13373 and 13374 constitutes the papers of several workshops which were held in conjunction with the 21st International Conference on Image Analysis and Processing, ICIAP 2022, held in Lecce, Italy, in May 2022. The 96 revised full papers presented in the proceedings set were carefully reviewed and selected from 157 submissions. ICIAP 2022 ...

Medical Imaging and Health Informatics

Medical Imaging and Health Informatics
  • Author : Tushar H. Jaware,K. Sarat Kumar,Ravindra D. Badgujar,Svetlin Antonov
  • Publisher : John Wiley & Sons
  • Release Date : 2022-05-26
  • Total pages : 384
  • ISBN : 9780323901079
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Summary : MEDICAL IMAGING AND HEALTH INFORMATICS Provides a comprehensive review of artificial intelligence (AI) in medical imaging as well as practical recommendations for the usage of machine learning (ML) and deep learning (DL) techniques for clinical applications. Medical imaging and health informatics is a subfield of science and engineering which applies ...

Big Data Analytics and Artificial Intelligence Against COVID 19 Innovation Vision and Approach

Big Data Analytics and Artificial Intelligence Against COVID 19  Innovation Vision and Approach
  • Author : Aboul-Ella Hassanien,Nilanjan Dey,Sally Elghamrawy
  • Publisher : Springer Nature
  • Release Date : 2020-10-12
  • Total pages : 307
  • ISBN : 9780323901079
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Summary : This book includes research articles and expository papers on the applications of artificial intelligence and big data analytics to battle the pandemic. In the context of COVID-19, this book focuses on how big data analytic and artificial intelligence help fight COVID-19. The book is divided into four parts. The first ...

Data Science for COVID 19 Volume 1

Data Science for COVID 19 Volume 1
  • Author : Utku Kose,Deepak Gupta,Victor Hugo Costa de Albuquerque,Ashish Khanna
  • Publisher : Elsevier
  • Release Date : 2021-06-08
  • Total pages : 752
  • ISBN : 9780323901079
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Summary : Data Science for COVID-19 presents leading-edge research on data science techniques for the detection, mitigation, treatment and elimination of COVID-19. Sections provide an introduction to data science for COVID-19 research, considering past and future pandemics, as well as related Coronavirus variations. Other chapters cover a wide range of Data Science ...

Thoracic Image Analysis

Thoracic Image Analysis
  • Author : Jens Petersen,Raúl San José Estépar,Alexander Schmidt-Richberg,Sarah Gerard,Bianca Lassen-Schmidt,Colin Jacobs,Reinhard Beichel,Kensaku Mori
  • Publisher : Springer Nature
  • Release Date : 2020-11-03
  • Total pages : 166
  • ISBN : 9780323901079
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Summary : This book constitutes the proceedings of the Second International Workshop on Thoracic Image Analysis, TIA 2020, held in Lima, Peru, in October 2020. Due to COVID-19 pandemic the conference was held virtually. COVID-19 infection has brought a lot of attention to lung imaging and the role of CT imaging in the diagnostic ...

Applied Computational Technologies

Applied Computational Technologies
  • Author : Brijesh Iyer,Tom Crick,Sheng-Lung Peng
  • Publisher : Springer Nature
  • Release Date : 2022-06-15
  • Total pages : 765
  • ISBN : 9780323901079
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Summary : This book is a collection of best selected research papers presented at 7th International Conference on Computing in Engineering and Technology (ICCET 2022), organized by Dr. Babasaheb Ambedkar Technological University, Lonere, India, during February 12 – 13, 2022. Focusing on frontier topics and next-generation technologies, it presents original and innovative research from academics, scientists, students, ...

Deep Learning in Biomedical and Health Informatics

Deep Learning in Biomedical and Health Informatics
  • Author : M. A. Jabbar,Ajith Abraham,Onur Dogan,Ana Maria Madureira,Sanju Tiwari
  • Publisher : CRC Press
  • Release Date : 2021-09-26
  • Total pages : 224
  • ISBN : 9780323901079
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Summary : This book provides a proficient guide on the relationship between Artificial Intelligence (AI) and healthcare and how AI is changing all aspects of the healthcare industry. It also covers how deep learning will help in diagnosis and the prediction of disease spread. The editors present a comprehensive review of research ...

Image Analysis and Processing ICIAP 2022

Image Analysis and Processing     ICIAP 2022
  • Author : Stan Sclaroff,Cosimo Distante,Marco Leo,Giovanni M. Farinella,Federico Tombari
  • Publisher : Springer Nature
  • Release Date : 2022-05-14
  • Total pages : 816
  • ISBN : 9780323901079
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Summary : The proceedings set LNCS 13231, 13232, and 13233 constitutes the refereed proceedings of the 21st International Conference on Image Analysis and Processing, ICIAP 2022, which was held during May 23-27, 2022, in Lecce, Italy, The 168 papers included in the proceedings were carefully reviewed and selected from 307 submissions. They deal with video analysis and understanding; pattern ...

Intelligent Computing Applications for COVID 19

Intelligent Computing Applications for COVID 19
  • Author : Tanzila Saba,Amjad Rehman Khan
  • Publisher : CRC Press
  • Release Date : 2021-09-08
  • Total pages : 344
  • ISBN : 9780323901079
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Summary : Accurate estimation, diagnosis, and prevention of COVID-19 is a global challenge for healthcare organizations. Innovative measures can introduce and implement AI, and Mathematical Modeling applications. This book provides insight into the recent advances of applications, statistical methods, and mathematical modeling for the healthcare industry. This book covers the state-of-the-art applications ...

Clinical Image Based Procedures Distributed and Collaborative Learning Artificial Intelligence for Combating COVID 19 and Secure and Privacy Preserving Machine Learning

Clinical Image Based Procedures  Distributed and Collaborative Learning  Artificial Intelligence for Combating COVID 19 and Secure and Privacy Preserving Machine Learning
  • Author : Cristina Oyarzun Laura
  • Publisher : Springer Nature
  • Release Date : 2022-08-07
  • Total pages : 212
  • ISBN : 9780323901079
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Summary : Download or read online Clinical Image Based Procedures Distributed and Collaborative Learning Artificial Intelligence for Combating COVID 19 and Secure and Privacy Preserving Machine Learning written by Cristina Oyarzun Laura, published by Springer Nature which was released on . Get Clinical Image Based Procedures Distributed and Collaborative Learning Artificial Intelligence for Combating ...