书目名称 | Convolutional Neural Networks for Medical Applications | 编辑 | Teik Toe Teoh | 视频video | | 概述 | Covers various use cases of Convolutional Neural Networks on medical images.Unique data augmentations and image processing techniques for medical imagery.Classified diseases are provided with detailed | 丛书名称 | SpringerBriefs in Computer Science | 图书封面 |  | 描述 | .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 performan | 出版日期 | Book 2023 | 关键词 | Medical Imagery; Convolutional Neural Networks; Healthcare; Computer Vision; Brain Tumor; Skin Cancer; Dia | 版次 | 1 | doi | https://doi.org/10.1007/978-981-19-8814-1 | isbn_softcover | 978-981-19-8813-4 | isbn_ebook | 978-981-19-8814-1Series ISSN 2191-5768 Series E-ISSN 2191-5776 | issn_series | 2191-5768 | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor |
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