Artificial Neural Network and Transfer Learning for Histology Images: Breast Cancer Classification using AI and TL - Couverture souple

Deep, Gagan; Singh, Gagandeep

 
9786200472540: Artificial Neural Network and Transfer Learning for Histology Images: Breast Cancer Classification using AI and TL
Couverture souple
ISBN 10 : 6200472548 ISBN 13 : 9786200472540
Editeur : LAP LAMBERT Academic Publishing, 2020

Synopsis

In this book, comparison on performance of artificial neural network and transfer learning is made for classification of breast cancer into malignant and benign. First artificial neural network topology is design using three hidden layers used for feature extraction and after that softmax layer is used for prediction of cancer as malignant and benign. After that deep convolutional neural network transfer learning model is used where VGG19 which is pretrained model is used for feature extraction and after that dense layers are there which are used for final prediction. So the proposed model with transfer learning outperforms the artificial neural network model with overall accuracy of 98.4% and also beat previous convolutional neural network model. In future we can use other transfer learning models like Resnet50, InceptionV3 to increase further accuracy of the model.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2020
Langue
anglais
ISBN 10 
6200472548
ISBN 13 
9786200472540
Reliure
Broché
Nombre de pages
88
Coordonnées du fabricant
non disponible
Personne responsable
KreGa Onlinehandel GmbH
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