EAN: 9789811988134

SPRINGERBRIEFS IN COMPUTER SCIENCE CONVOLUTIO...

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.

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