Development of CADx System for detection of anomalies in breast - Brossura

Singh, Ankita; Biswas, Mohua; Kale, Rahul

 
9786139828913: Development of CADx System for detection of anomalies in breast
Brossura
ISBN 10: 6139828910 ISBN 13: 9786139828913
Casa editrice: LAP LAMBERT Academic Publishing, 2020

Sinossi

A dataset of 322 images from Mammographic Image Analysis Society (MIAS). The images are pre-processed with Adaptive Median filter for noise removal and image enhancement. For ROI extraction original image having 1024 x1024 pixels are cropped into 256x256 pixels. The images are segmented using Gaussian Mixture Model for extracting the actual tumour area. We have considered 20 benign, 20 malignant and 20 normal images cases of circumscribed, speculated and ill-defined masses from the database. Each mass is represented with 22 texture features. The PNN classifier is used to perform the classification tasks on 60 images. The input images are classified into three different training –testing datasets as 50-50%,70-30% and 80-20%. With the help of PNN classifier, Sensitivity, Specificity and Accuracy are calculated for each of the dataset. For 50-50% training-testing dataset, Specificity, Sensitivity and Accuracy obtaining are 50%, 50% and 50% respectively. For 70-30% training-testing dataset, Specificity, Sensitivity and Accuracy obtaining are 75%, 100% and 100% respectively. 80-20% training-testing dataset gave the promising results with the Specificity, Sensitivity and Accuracy of 100%

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Editore
LAP LAMBERT Academic Publishing
Data di pubblicazione
2020
Lingua
Inglese
ISBN 10 
6139828910
ISBN 13 
9786139828913
Rilegatura
Copertina flessibile
Numero di pagine
84
Contatto del produttore
non disponibile
Persona responsabile
KreGa Onlinehandel GmbH
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