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 ...

Deep Learning in Medical Image Analysis

Deep Learning in Medical Image Analysis
  • Author : Gobert Lee,Hiroshi Fujita (Computer scientist)
  • Publisher : Unknown
  • Release Date : 2020
  • 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 ...

Medical Image Analysis

Medical Image Analysis
  • Author : Atam P. Dhawan
  • Publisher : John Wiley & Sons
  • Release Date : 2011-03-29
  • Total pages : 400
  • ISBN : 0128180056
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Summary : The expanded and revised edition will split Chapter 4 to include more details and examples in FMRI, DTI, and DWI for MR image modalities. The book will also expand ultrasound imaging to 3-D dynamic contrast ultrasound imaging in a separate chapter. A new chapter on Optical Imaging Modalities elaborating microscopy, confocal ...

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 ...

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 ...

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 ...

Medical Imaging and Computer Aided Diagnosis

Medical Imaging and Computer Aided Diagnosis
  • Author : Ruidan Su,Han Liu
  • Publisher : Springer Nature
  • Release Date : 2020-07-02
  • Total pages : 244
  • 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 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 ...

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 ...

Computer Aided Detection and Diagnosis in Medical Imaging

Computer Aided Detection and Diagnosis in Medical Imaging
  • Author : Qiang Li,Robert M. Nishikawa
  • Publisher : Taylor & Francis
  • Release Date : 2015-03-17
  • Total pages : 454
  • ISBN : 0128180056
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Summary : Improve the Accurate Detection and Diagnosis of Cancer and Other Diseases Despite the expansion of the CAD field in recent decades, there is currently no single book dedicated to the development and use of CAD systems. Filling this need, Computer-Aided Detection and Diagnosis in Medical Imaging covers the major technical ...

Soft Computing Based Medical Image Analysis

Soft Computing Based Medical Image Analysis
  • Author : Nilanjan Dey,Amira Ashour,Fuquian Shi,Valentina E. Balas
  • Publisher : Academic Press
  • Release Date : 2018-01-18
  • Total pages : 292
  • ISBN : 0128180056
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Summary : Soft Computing Based Medical Image Analysis presents the foremost techniques of soft computing in medical image analysis and processing. It includes image enhancement, segmentation, classification-based soft computing, and their application in diagnostic imaging, as well as an extensive background for the development of intelligent systems based on soft computing used ...

Medical Image Computing and Computer Assisted Intervention MICCAI 2015

Medical Image Computing and Computer Assisted Intervention    MICCAI 2015
  • Author : Nassir Navab,Joachim Hornegger,William M. Wells,Alejandro Frangi
  • Publisher : Springer
  • Release Date : 2015-09-28
  • Total pages : 720
  • ISBN : 0128180056
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Summary : The three-volume set LNCS 9349, 9350, and 9351 constitutes the refereed proceedings of the 18th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2015, held in Munich, Germany, in October 2015. Based on rigorous peer reviews, the program committee carefully selected 263 revised papers from 810 submissions for presentation in three volumes. The papers have ...

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 ...