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Convolutional Neural Networks for Medical Applications / by Teik Toe Teoh
(SpringerBriefs in Computer Science. ISSN:21915776)
| データ種別 | 電子ブック |
|---|---|
| 版 | 1st ed. 2023. |
| 出版者 | (Singapore : Springer Nature Singapore : Imprint: Springer) |
| 出版年 | 2023 |
| 大きさ | XI, 96 p. 1 illus : online resource |
| 著者標目 | *Teoh, Teik Toe author SpringerLink (Online service) |
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| 一般注記 | 1) Introduction -- 2) CNN for Brain Tumor classification -- 3) CNN for Pneumonia image classification -- 4) CNN for White Blood Cell classification -- 5) CNN for Skin Cancer classification -- 6) CNN for Diabetic Retinopathy detection Convolutional Neural Networks for Medical Applications consists of research investigated by the author, containing state-of-the-art knowledge, authored by Dr Teoh Teik Toe, in applying Convolutional Neural Networks (CNNs) to the medical imagery domain. This book will expose researchers to various applications and techniques applied with deep learning on medical images, as well as unique techniques to enhance the performance of these networks.Through the various chapters and topics covered, this book provides knowledge about the fundamentals of deep learning to a common reader while allowing a research scholar to identify some futuristic problem areas. The topics covered include brain tumor classification, pneumonia image classification, white blood cell classification, skin cancer classification and diabetic retinopathy detection. The first chapter will begin by introducing various topics used in training CNNs to help readers with common concepts covered across the book. Each chapter begins by providing information about the disease, its implications to the affected and how the use of CNNs can help to tackle issues faced in healthcare. Readers would be exposed to various performance enhancement techniques, which have been tried and tested successfully, such as specific data augmentations and image processing techniques utilized to improve the accuracy of the models HTTP:URL=https://doi.org/10.1007/978-981-19-8814-1 |
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| 件 名 | LCSH:Computer vision LCSH:Medical sciences LCSH:Artificial intelligence LCSH:Machine learning LCSH:Image processing LCSH:Artificial intelligence -- Data processing 全ての件名で検索 FREE:Computer Vision FREE:Health Sciences FREE:Artificial Intelligence FREE:Machine Learning FREE:Image Processing FREE:Data Science |
| 分 類 | LCC:TA1634 DC23:006.37 |
| 書誌ID | EB00001973 |
| ISBN | 9789811988141 |
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※2019年3月27日以降