Engineering Commons^™

Development Of Novel Deep Learning Models In The Detection Of Breast Cancer And Brain Aneurysm, Pradnya Patel

Bioengineering Master's Theses

Three deep learning models using convolutional neural network (CNN) were developed for the early detection of breast cancer and brain aneurysm. Model 1 was built for the detection of breast mass; it consists of 20 total layers including 5 convolutional layers, 5 maxpool layers with Rectifier Linear Unit as the activation function for feature extraction, one flatten layer, 4 batch normalization with fully connected layers, and one output layer. This CNN model was trained and validated on an open-source breast ultrasound dataset that contains a total of 830 images categorized into three classes: normal (133 images), benign (487 images), and …