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Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg and Wotao Yin, "Online Convolutional Dictionary Learning", in Proceedings of IEEE International Conference on Image Processing (ICIP), (Beijing, China), Sep 2017

Abstract

While a number of different algorithms have recently been proposed for convolutional dictionary learning, this remains an expensive problem. The single biggest impediment to learning from large training sets is the memory requirements, which grow at least linearly with the size of the training set since all existing methods are batch algorithms. The work reported here addresses this limitation by extending online dictionary learning ideas to the convolutional context.

BibTeX Entry

@inproceedings{liu-2017-online,
author = {Jialin Liu and Cristina Garcia-Cardona and Brendt Wohlberg and Wotao Yin},
title = {Online Convolutional Dictionary Learning},
year = {2017},
month = Sep,
urlpdf = {http://arxiv.org/pdf/1706.09563},
urlhtml = {http://arxiv.org/abs/1706.09563},
booktitle = {Proceedings of IEEE International Conference on Image Processing (ICIP)},
address = {Beijing, China}
}