Publication Type : Conference Paper
Publisher : Proceedings of the 2019 IEEE International Conference on Communication and Signal Processing, ICCSP 2019
Source : Proceedings of the 2019 IEEE International Conference on Communication and Signal Processing, ICCSP 2019, Institute of Electrical and Electronics Engineers Inc., Melmaruvathur; India (2019)
Url : https://www.scopus.com/inward/record.uri?eid=2-s2.0-85065576516&doi=10.1109%2fICCSP.2019.8698043&partnerID=40&md5=414b0c4cb6ca0f9fb7a7f3fc383e29b9
ISBN : 9781538675953
Keywords : breast cancer, Breast cancer classifications, Classification (of information), Convolution, Convolutional neural network, Deep learning, Diseases, Histology, Histology images, image classification, Image Enhancement, Image processing algorithm, Image processing technique, Medical imaging, Network architecture, Network modeling, Neural networks, preprocessing
Campus : Coimbatore
School : School of Engineering
Center : Computational Engineering and Networking
Department : Electronics and Communication
Verified : No
Year : 2019
Abstract : Breast cancer is one of the most dangerous forms of cancer exists among women. The breast cancer is diagnosed using histology images. The purpose of this paper is to classify different types of breast cancer using histology images. The classification of histology images can be effectively done by image processing techniques. Among different image processing algorithms, deep learning gives the best performance for image classification applications. There are different convolutional neural network(CNN) architectures used for classification purpose such as AlexNet, Inception-Net, ResNet etc. Since conventional convolutional neural networks have lot of drawbacks, the architecture used for the current study is capsule networks, which captures the spatial and orientational information. The proposed work shows that the accuracy of Capsule Network model is improved due to the pre-processing of the histology images. © 2019 IEEE.
Cite this Research Publication : M. A. Anupama, Sowmya, and Dr. Soman K. P., “Breast cancer classification using capsule network with preprocessed histology images”, in Proceedings of the 2019 IEEE International Conference on Communication and Signal Processing, ICCSP 2019, Melmaruvathur; India, 2019.