Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis

Written By Nilanjan Dey
Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis
  • Publsiher : Academic Press
  • Release : 31 July 2019
  • ISBN : 0128180056
  • Pages : 218 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis written by Nilanjan Dey which was release on 31 July 2019, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis covers the most current advances on how to apply classification techniques to a wide variety of clinical applications that are appropriate for researchers and biomedical engineers in the areas of machine learning, deep learning, data analysis, data management and computer-aided diagnosis (CAD) systems design. The book covers several complex image classification problems using pattern recognition methods, including Artificial Neural Networks (ANN), Support Vector Machines (SVM), Bayesian Networks (BN) and deep learning. Further, numerous data mining techniques are discussed, as they have proven to be good classifiers for medical images. Examines the methodology of classification of medical images that covers the taxonomy of both supervised and unsupervised models, algorithms, applications and challenges Discusses recent advances in Artificial Neural Networks, machine learning, and deep learning in clinical applications Introduces several techniques for medical image processing and analysis for CAD systems design

Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis

Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis
  • Author : Nilanjan Dey
  • Publisher : Academic Press
  • Release Date : 2019-07-31
  • Total pages : 218
  • ISBN : 0128180056
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Summary : Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis covers the most current advances on how to apply classification techniques to a wide variety of clinical applications that are appropriate for researchers and biomedical engineers in the areas of machine learning, deep learning, data analysis, data management and computer-aided ...

Medical Image Analysis and Informatics

Medical Image Analysis and Informatics
  • Author : Paulo Mazzoncini de Azevedo-Marques,Arianna Mencattini,Marcello Salmeri,Rangaraj M. Rangayyan
  • Publisher : CRC Press
  • Release Date : 2018-03-05
  • Total pages : 518
  • ISBN : 0128180056
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Summary : With the development of rapidly increasing medical imaging modalities and their applications, the need for computers and computing in image generation, processing, visualization, archival, transmission, modeling, and analysis has grown substantially. Computers are being integrated into almost every medical imaging system. Medical Image Analysis and Informatics demonstrates how quantitative analysis ...

Pattern Classification of Medical Images Computer Aided Diagnosis

Pattern Classification of Medical Images  Computer Aided Diagnosis
  • Author : Xiao-Xia Yin,Sillas Hadjiloucas,Yanchun Zhang
  • Publisher : Springer
  • Release Date : 2017-07-30
  • Total pages : 218
  • ISBN : 0128180056
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Summary : This book presents advances in biomedical imaging analysis and processing techniques using time dependent medical image datasets for computer aided diagnosis. The analysis of time-series images is one of the most widely appearing problems in science, engineering, and business. In recent years this problem has gained importance due to the ...

Computer Aided Diagnosis Medical Image Analysis Techniques

Computer Aided Diagnosis   Medical Image Analysis Techniques
  • Author : Bhagirathi Halalli
  • Publisher : Unknown
  • Release Date : 2018
  • Total pages : 212
  • ISBN : 0128180056
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Summary : Breast cancer is the second leading cause of death among women worldwide. Mammography is the basic tool available for screening to find the abnormality at the earliest. It is shown to be effective in reducing mortality rates caused by breast cancer. Mammograms produced by low radiation X-ray are difficult to ...

Machine Learning in Computer Aided Diagnosis Medical Imaging Intelligence and Analysis

Machine Learning in Computer Aided Diagnosis  Medical Imaging Intelligence and Analysis
  • Author : Suzuki, Kenji
  • Publisher : IGI Global
  • Release Date : 2012-01-31
  • Total pages : 524
  • ISBN : 0128180056
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Summary : "This book provides a comprehensive overview of machine learning research and technology in medical decision-making based on medical images"--Provided by publisher....

Medical Imaging and Computer Aided Diagnosis

Medical Imaging and Computer Aided Diagnosis
  • Author : Ruidan Su,Han Liu
  • Publisher : Springer Nature
  • Release Date : 2020
  • Total pages : 254
  • ISBN : 0128180056
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Summary : This book covers virtually all aspects of image formation in medical imaging, including systems based on ionizing radiation (x-rays, gamma rays) and non-ionizing techniques (ultrasound, optical, thermal, magnetic resonance, and magnetic particle imaging) alike. In addition, it discusses the development and application of computer-aided detection and diagnosis (CAD) systems in ...

Deep Learning in Medical Image Analysis

Deep Learning in Medical Image Analysis
  • Author : Gobert Lee,Hiroshi Fujita
  • Publisher : Springer Nature
  • Release Date : 2020-02-06
  • Total pages : 181
  • ISBN : 0128180056
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Summary : This book presents cutting-edge research and applications of deep learning in a broad range of medical imaging scenarios, such as computer-aided diagnosis, image segmentation, tissue recognition and classification, and other areas of medical and healthcare problems. Each of its chapters covers a topic in depth, ranging from medical image synthesis ...

Deep Learning in Healthcare

Deep Learning in Healthcare
  • Author : Yen-Wei Chen,Lakhmi C. Jain
  • Publisher : Springer Nature
  • Release Date : 2019-11-18
  • Total pages : 218
  • ISBN : 0128180056
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Summary : This book provides a comprehensive overview of deep learning (DL) in medical and healthcare applications, including the fundamentals and current advances in medical image analysis, state-of-the-art DL methods for medical image analysis and real-world, deep learning-based clinical computer-aided diagnosis systems. Deep learning (DL) is one of the key techniques of ...

Neutrosophic Set in Medical Image Analysis

Neutrosophic Set in Medical Image Analysis
  • Author : Yanhui Guo,Amira S. Ashour
  • Publisher : Academic Press
  • Release Date : 2019-08-08
  • Total pages : 370
  • ISBN : 0128180056
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Summary : Neutrosophic Set in Medical Image Analysis gives an understanding of the concepts of NS, along with knowledge on how to gather, interpret, analyze and handle medical images using NS methods. It presents the latest cutting-edge research that gives insight into neutrosophic set’s novel techniques, strategies and challenges, showing how ...

Histopathological Image Analysis in Medical Decision Making

Histopathological Image Analysis in Medical Decision Making
  • Author : Dey, Nilanjan,Ashour, Amira S.,Kalia, Harihar,Goswami, R.T.,Das, Himansu
  • Publisher : IGI Global
  • Release Date : 2018-09-21
  • Total pages : 340
  • ISBN : 0128180056
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Summary : Medical imaging technologies play a significant role in visualization and interpretation methods in medical diagnosis and practice using decision making, pattern classification, diagnosis, and learning. Progressions in the field of medical imaging lead to interdisciplinary discovery in microscopic image processing and computer-assisted diagnosis systems, and aids physicians in the diagnosis ...

Classification in BioApps

Classification in BioApps
  • Author : Nilanjan Dey,Amira S. Ashour,Surekha Borra
  • Publisher : Springer
  • Release Date : 2017-11-10
  • Total pages : 447
  • ISBN : 0128180056
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Summary : This book on classification in biomedical image applications presents original and valuable research work on advances in this field, which covers the taxonomy of both supervised and unsupervised models, standards, algorithms, applications and challenges. Further, the book highlights recent scientific research on artificial neural networks in biomedical applications, addressing the ...

Advancement of Machine Intelligence in Interactive Medical Image Analysis

Advancement of Machine Intelligence in Interactive Medical Image Analysis
  • Author : Om Prakash Verma,Sudipta Roy,Subhash Chandra Pandey,Mamta Mittal
  • Publisher : Springer Nature
  • Release Date : 2019-12-11
  • Total pages : 329
  • ISBN : 0128180056
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Summary : The book discusses major technical advances and research findings in the field of machine intelligence in medical image analysis. It examines the latest technologies and that have been implemented in clinical practice, such as computational intelligence in computer-aided diagnosis, biological image analysis, and computer-aided surgery and therapy. This book provides ...

Shape Analysis in Medical Image Analysis

Shape Analysis in Medical Image Analysis
  • Author : Shuo Li,João Manuel R. S. Tavares
  • Publisher : Springer Science & Business Media
  • Release Date : 2014-01-28
  • Total pages : 442
  • ISBN : 0128180056
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Summary : This book contains thirteen contributions from invited experts of international recognition addressing important issues in shape analysis in medical image analysis, including techniques for image segmentation, registration, modelling and classification and applications in biology, as well as in cardiac, brain, spine, chest, lung and clinical practice. This volume treats topics ...

Advanced Machine Vision Paradigms for Medical Image Analysis

Advanced Machine Vision Paradigms for Medical Image Analysis
  • Author : Tapan K. Gandhi,Siddhartha Bhattacharyya,Sourav De,Debanjan Konar,Sandip Dey
  • Publisher : Academic Press
  • Release Date : 2020-08-11
  • Total pages : 308
  • ISBN : 0128180056
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Summary : Computer vision and machine intelligence paradigms are prominent in the domain of medical image applications, including computer assisted diagnosis, image guided radiation therapy, landmark detection, imaging genomics, and brain connectomics. Medical image analysis and understanding are daunting tasks owing to the massive influx of multi-modal medical image data generated during ...

Biomedical Image Analysis

Biomedical Image Analysis
  • Author : Rangaraj M. Rangayyan
  • Publisher : CRC Press
  • Release Date : 2004-12-30
  • Total pages : 1312
  • ISBN : 0128180056
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Summary : Computers have become an integral part of medical imaging systems and are used for everything from data acquisition and image generation to image display and analysis. As the scope and complexity of imaging technology steadily increase, more advanced techniques are required to solve the emerging challenges. Biomedical Image Analysis demonstr...