IEEE - Institute of Electrical and Electronics Engineers, Inc. - Non-uniform patch sampling with deep convolutional neural networks for white matter hyperintensity segmentation

2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI)

Author(s): M. Ghafoorian ; N. Karssemeijer ; T. Heskes ; I. W. M. van Uder ; F. E. de Leeuw ; E. Marchiori ; B. van Ginneken ; B. Platel
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 April 2016
Conference Location: Prague, Czech Republic
Conference Date: 13 April 2016
Page(s): 1,414 - 1,417
ISBN (Electronic): 978-1-4799-2349-6
ISSN (Electronic): 1945-8452
DOI: 10.1109/ISBI.2016.7493532
Regular:

Convolutional neural networks (CNN) have been widely used for visual recognition tasks including semantic segmentation of images. While the existing methods consider uniformly sampled single-or... View More

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