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BreastCancerCNN

Our experiment was carried out with caffe.

network profile

deploy_SE_bn4.prototxt is the network profile of hybrid model in our paper "Breast Cancer Histopathology Image Classification through Assembling Multiple Compact CNNs"

deploy_64.prototxt and deploy_32.prototxt is the network profile of the method in "Breast Cancer Histopathological Image Classification using Convolutional Neural Networks"

data prepare

Filefold global and patch contains the image filelist. Download the BACH dataset first and modify the path in the txt file with your own path.

pretrained models

You can get the pretrained models here. model๏ผŒ model-patch.

vote.ipynb

In this file you can extract the result of the global and patch images. After that, you can compute various indicators in the following vote.ipynb content.

breastcancercnn's People

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