Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis
  • Author : Nilanjan Dey
  • Release Date : 31 July 2019
  • Publisher : Academic Press
  • Genre : Science
  • Pages : 218
  • ISBN 13 : 9780128180051

Classification Techniques for Medical Image Analysis and Computer Aided Diagnosis Book 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 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
Genre : Science
Total View : 5300 Views
File Size : 53,9 Mb
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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 ...

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
Genre : Science
Total View : 6074 Views
File Size : 53,8 Mb
Get Book

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
Genre : Technology & Engineering
Total View : 534 Views
File Size : 45,6 Mb
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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 ...

Deep Learning in Medical Image Analysis

Deep Learning in Medical Image Analysis

Author : Gobert Lee,Hiroshi Fujita
Publisher : Springer Nature
Genre : Medical
Total View : 7139 Views
File Size : 46,7 Mb
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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 and Informatics

Medical Image Analysis and Informatics

Author : Paulo Mazzoncini de Azevedo Marques,Arianna Mencattini,Marcello Salmeri,Rangaraj M. Rangayyan
Publisher : CRC Press
Genre : HEALTH & FITNESS
Total View : 1137 Views
File Size : 55,7 Mb
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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 Informaticsdemonstrates how quantitative analysis becomes ...

Deep Learning for Medical Image Analysis

Deep Learning for Medical Image Analysis

Author : S. Kevin Zhou,Hayit Greenspan,Dinggang Shen
Publisher : Academic Press
Genre : Computers
Total View : 6061 Views
File Size : 43,8 Mb
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Deep learning is providing exciting solutions for medical image analysis problems and is seen as a key method for future applications. This book gives a clear understanding of the principles and methods of neural network and deep learning concepts, showing how the algorithms that integrate deep learning as a core ...

Pattern Recognition and Signal Analysis in Medical Imaging

Pattern Recognition and Signal Analysis in Medical Imaging

Author : Anke Meyer-Baese,Volker J. Schmid
Publisher : Elsevier
Genre : Technology & Engineering
Total View : 5250 Views
File Size : 51,7 Mb
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Medical imaging is one of the heaviest funded biomedical engineering research areas. The second edition of Pattern Recognition and Signal Analysis in Medical Imaging brings sharp focus to the development of integrated systems for use in the clinical sector, enabling both imaging and the automatic assessment of the resultant data. ...