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A Transfer Learning Approach For Malignant Prostate Lesion Detection On Multiparametric Mri, Quan Chen, Shiliang Hu, Peiran Long, Fang Lu, Yujie Shi, Yunpeng Li

Radiation Medicine Faculty Publications

Purpose: In prostate focal therapy, it is important to accurately localize malignant lesions in order to increase biological effect of the tumor region while achieving a reduction in dose to noncancerous tissue. In this work, we proposed a transfer learning–based deep learning approach, for classification of prostate lesions in multiparametric magnetic resonance imaging images. Methods: Magnetic resonance imaging images were preprocessed to remove bias artifact and normalize the data. Two state-of-the-art deep convolutional neural network models, InceptionV3 and VGG-16, were pretrained on ImageNet data set and retuned on the multiparametric magnetic resonance imaging data set. As lesion appearances differ by …