Machine Learning and Medical Imaging

Written By Guorong Wu
Machine Learning and Medical Imaging
  • Publsiher : Academic Press
  • Release : 11 August 2016
  • ISBN : 0128041145
  • Pages : 512 pages
  • Rating : /5 from reviews
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Download or read book entitled Machine Learning and Medical Imaging by author: Guorong Wu which was release on 11 August 2016 and published by Academic Press with total page 512 pages . This book available in PDF, EPUB and Kindle Format. Machine Learning and Medical Imaging presents state-of- the-art machine learning methods in medical image analysis. It first summarizes cutting-edge machine learning algorithms in medical imaging, including not only classical probabilistic modeling and learning methods, but also recent breakthroughs in deep learning, sparse representation/coding, and big data hashing. In the second part leading research groups around the world present a wide spectrum of machine learning methods with application to different medical imaging modalities, clinical domains, and organs. The biomedical imaging modalities include ultrasound, magnetic resonance imaging (MRI), computed tomography (CT), histology, and microscopy images. The targeted organs span the lung, liver, brain, and prostate, while there is also a treatment of examining genetic associations. Machine Learning and Medical Imaging is an ideal reference for medical imaging researchers, industry scientists and engineers, advanced undergraduate and graduate students, and clinicians. Demonstrates the application of cutting-edge machine learning techniques to medical imaging problems Covers an array of medical imaging applications including computer assisted diagnosis, image guided radiation therapy, landmark detection, imaging genomics, and brain connectomics Features self-contained chapters with a thorough literature review Assesses the development of future machine learning techniques and the further application of existing techniques

Machine Learning and Medical Imaging

Machine Learning and Medical Imaging
  • Author : Guorong Wu,Dinggang Shen,Mert Sabuncu
  • Publisher : Academic Press
  • Release Date : 2016-08-11
  • Total pages : 512
  • ISBN : 0128041145
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Summary : Machine Learning and Medical Imaging presents state-of- the-art machine learning methods in medical image analysis. It first summarizes cutting-edge machine learning algorithms in medical imaging, including not only classical probabilistic modeling and learning methods, but also recent breakthroughs in deep learning, sparse representation/coding, and big data hashing. In the ...

Deep Learning for Medical Image Analysis

Deep Learning for Medical Image Analysis
  • Author : S. Kevin Zhou,Hayit Greenspan,Dinggang Shen
  • Publisher : Academic Press
  • Release Date : 2017-01-18
  • Total pages : 458
  • ISBN : 0128041145
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Summary : 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 ...

Machine Learning in Medical Imaging

Machine Learning in Medical Imaging
  • Author : Fei Wang,Pingkun Yan,Kenji Suzuki,Dinggang Shen
  • Publisher : Springer Science & Business Media
  • Release Date : 2010-09-03
  • Total pages : 192
  • ISBN : 0128041145
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Summary : This book constitutes the refereed proceedings of the First International Workshop on Machine Learning in Medical Imaging, MLMI 2010, held in conjunction with MICCAI 2010, in Beijing, China, in September 2010. The 23 revised full papers presented were carefully reviewed and selected from 38 submissions. The papers address topics such as machine learning applications to ...

Machine Learning in Medical Imaging

Machine Learning in Medical Imaging
  • Author : Mingxia Liu
  • Publisher : Springer Nature
  • Release Date : 2021-05-06
  • Total pages : 212
  • ISBN : 0128041145
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Summary : Read online Machine Learning in Medical Imaging written by Mingxia Liu, published by Springer Nature which was released on . Download full Machine Learning in Medical Imaging Books now! Available in PDF, ePub and Kindle....

Machine Learning in Medical Imaging

Machine Learning in Medical Imaging
  • Author : Guorong Wu,Daoqiang Zhang,Luping Zhou
  • Publisher : Springer
  • Release Date : 2014-09-05
  • Total pages : 332
  • ISBN : 0128041145
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Summary : This book constitutes the refereed proceedings of the 5th International Workshop on Machine Learning in Medical Imaging, MLMI 2014, held in conjunction with the International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2014, in Cambridge, MA, USA, in September 2014. The 40 contributions included in this volume were carefully reviewed and ...

Machine Learning for Medical Image Reconstruction

Machine Learning for Medical Image Reconstruction
  • Author : Farah Deeba
  • Publisher : Springer Nature
  • Release Date : 2021-05-06
  • Total pages : 212
  • ISBN : 0128041145
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Summary : Read online Machine Learning for Medical Image Reconstruction written by Farah Deeba, published by Springer Nature which was released on . Download full Machine Learning for Medical Image Reconstruction Books now! Available in PDF, ePub and Kindle....

Machine Learning in Medical Imaging

Machine Learning in Medical Imaging
  • Author : Qian Wang,Yinghuan Shi,Heung-Il Suk,Kenji Suzuki
  • Publisher : Springer
  • Release Date : 2017-09-06
  • Total pages : 391
  • ISBN : 0128041145
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Summary : This book constitutes the refereed proceedings of the 8th International Workshop on Machine Learning in Medical Imaging, MLMI 2017, held in conjunction with MICCAI 2017, in Quebec City, QC, Canada, in September 2017. The 44 full papers presented in this volume were carefully reviewed and selected from 63 submissions. The main aim of this workshop ...

Artificial Intelligence and Machine Learning in 2D 3D Medical Image Processing

Artificial Intelligence and Machine Learning in 2D 3D Medical Image Processing
  • Author : Rohit Raja,Sandeep Kumar,Shilpa Rani,K. Ramya Laxmi
  • Publisher : CRC Press
  • Release Date : 2020-12-23
  • Total pages : 196
  • ISBN : 0128041145
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Summary : Digital images have several benefits, such as faster and inexpensive processing cost, easy storage and communication, immediate quality assessment, multiple copying while preserving quality, swift and economical reproduction, and adaptable manipulation. Digital medical images play a vital role in everyday life. Medical imaging is the process of producing visible images ...

Machine Learning in Medical Imaging

Machine Learning in Medical Imaging
  • Author : Yinghuan Shi,Heung-Il Suk,Mingxia Liu
  • Publisher : Unknown
  • Release Date : 2018
  • Total pages : 409
  • ISBN : 0128041145
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Summary : This book constitutes the proceedings of the 9th International Workshop on Machine Learning in Medical Imaging, MLMI 2018, held in conjunction with MICCAI 2018 in Granada, Spain, in September 2018. The 45 papers presented in this volume were carefully reviewed and selected from 82 submissions. They focus on major trends and challenges in the area ...

Machine Learning in Medical Imaging

Machine Learning in Medical Imaging
  • Author : Heung-Il Suk,Mingxia Liu,Pingkun Yan,Chunfeng Lian
  • Publisher : Springer Nature
  • Release Date : 2019-12-09
  • Total pages : 695
  • ISBN : 0128041145
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Summary : This book constitutes the proceedings of the 10th International Workshop on Machine Learning in Medical Imaging, MLMI 2019, held in conjunction with MICCAI 2019, in Shenzhen, China, in October 2019. The 78 papers presented in this volume were carefully reviewed and selected from 158 submissions. They focus on major trends and challenges in the area, ...

Machine Learning in Medical Imaging

Machine Learning in Medical Imaging
  • Author : Li Wang,Ehsan Adeli,Qian Wang,Yinghuan Shi,Heung-Il Suk
  • Publisher : Springer
  • Release Date : 2016-10-10
  • Total pages : 324
  • ISBN : 0128041145
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Summary : This book constitutes the refereed proceedings of the 7th International Workshop on Machine Learning in Medical Imaging, MLMI 2016, held in conjunction with MICCAI 2016, in Athens, Greece, in October 2016. The 38 full papers presented in this volume were carefully reviewed and selected from 60 submissions. The main aim of this workshop is to ...

Machine Learning for Medical Image Reconstruction

Machine Learning for Medical Image Reconstruction
  • Author : Florian Knoll,Andreas Maier,Daniel Rueckert,Jong Chul Ye
  • Publisher : Springer Nature
  • Release Date : 2019-10-24
  • Total pages : 266
  • ISBN : 0128041145
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Summary : This book constitutes the refereed proceedings of the Second International Workshop on Machine Learning for Medical Reconstruction, MLMIR 2019, held in conjunction with MICCAI 2019, in Shenzhen, China, in October 2019. The 24 full papers presented were carefully reviewed and selected from 32 submissions. The papers are organized in the following topical sections: deep learning ...

Medical Imaging

Medical Imaging
  • Author : K.C. Santosh,Sameer Antani,DS Guru,Nilanjan Dey
  • Publisher : CRC Press
  • Release Date : 2019-08-20
  • Total pages : 238
  • ISBN : 0128041145
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Summary : The book discusses varied topics pertaining to advanced or up-to-date techniques in medical imaging using artificial intelligence (AI), image recognition (IR) and machine learning (ML) algorithms/techniques. Further, coverage includes analysis of chest radiographs (chest x-rays) via stacked generalization models, TB type detection using slice separation approach, brain tumor image ...

Uncertainty for Safe Utilization of Machine Learning in Medical Imaging and Graphs in Biomedical Image Analysis

Uncertainty for Safe Utilization of Machine Learning in Medical Imaging  and Graphs in Biomedical Image Analysis
  • Author : Carole H. Sudre,Hamid Fehri,Tal Arbel,Christian F. Baumgartner,Adrian Dalca,Ryutaro Tanno,Koen Van Leemput,William M. Wells,Aristeidis Sotiras,Bartlomiej Papiez,Enzo Ferrante,Sarah Parisot
  • Publisher : Springer Nature
  • Release Date : 2020-10-05
  • Total pages : 222
  • ISBN : 0128041145
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Summary : This book constitutes the refereed proceedings of the Second International Workshop on Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, UNSURE 2020, and the Third International Workshop on Graphs in Biomedical Image Analysis, GRAIL 2020, held in conjunction with MICCAI 2020, in Lima, Peru, in October 2020. The workshops were held virtually ...

Machine Learning in Medical Imaging

Machine Learning in Medical Imaging
  • Author : Luping Zhou,Li Wang,Qian Wang,Yinghuan Shi
  • Publisher : Springer
  • Release Date : 2015-10-08
  • Total pages : 341
  • ISBN : 0128041145
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Summary : This book constitutes the proceedings of the 6th International Workshop on Machine Learning in Medical Imaging, MLMI 2015, held in conjunction with MICCAI 2015, in Munich in October 2015. The 40 full papers presented in this volume were carefully reviewed and selected from 69 submissions. The workshop focuses on major trends and challenges in the ...