Sparse Autoencoder for Unsupervised Nucleus Detection and Representation in Histopathology Images
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We propose a sparse Convolutional Autoencoder (CAE) for simultaneous nucleus detection and feature extraction in histopathology tissue images. Our CAE detects and encodes nuclei in image patches in tissue images into sparse feature maps that encode both the lo... ...