Convolutional Neural Networks for Medical Applications

Teik Toe Teoh

Informasi Dasar

30 kali
24.21.1875
006.32
Buku - Elektronik (E-Book)
Tel-U Gedung Manterawu Lantai 5 : Rak 4
Tel-U Purwokerto : Rak 3

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.

Subjek

NEURAL NETWORKS
 

Katalog

Convolutional Neural Networks for Medical Applications
978-981-19-8814-1
96p.: pdf file.; 5 MB
English

Sirkulasi

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Pengarang

Teik Toe Teoh
Perorangan
 
 

Penerbit

Springer Singapore
Singapore
2023

Koleksi

Kompetensi

 

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