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Deep Learning Based Analysis Of Histopathological Images Of Breast Cancer, Juanying Xie, Ran Liu, Joseph Luttrell Iv, Chaoyang Zhang Jan 2019

Deep Learning Based Analysis Of Histopathological Images Of Breast Cancer, Juanying Xie, Ran Liu, Joseph Luttrell Iv, Chaoyang Zhang

Faculty Publications

Breast cancer is associated with the highest morbidity rates for cancer diagnoses in the world and has become a major public health issue. Early diagnosis can increase the chance of successful treatment and survival. However, it is a very challenging and time-consuming task that relies on the experience of pathologists. The automatic diagnosis of breast cancer by analyzing histopathological images plays a significant role for patients and their prognosis. However, traditional feature extraction methods can only extract some low-level features of images, and prior knowledge is necessary to select useful features, which can be greatly affected by humans. Deep learning …