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ONLINE CONVOLUTIONAL DICTIONARY LEARNING

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.

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Paper Details

Authors:
Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin
Submitted On:
19 September 2017 - 9:30pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Jialin Liu
Paper Code:
2859
Document Year:
2017
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Document Files

slides_online_cdl

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[1] Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin, "ONLINE CONVOLUTIONAL DICTIONARY LEARNING", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2237. Accessed: Oct. 24, 2017.
@article{2237-17,
url = {http://sigport.org/2237},
author = {Jialin Liu; Cristina Garcia-Cardona; Brendt Wohlberg; Wotao Yin },
publisher = {IEEE SigPort},
title = {ONLINE CONVOLUTIONAL DICTIONARY LEARNING},
year = {2017} }
TY - EJOUR
T1 - ONLINE CONVOLUTIONAL DICTIONARY LEARNING
AU - Jialin Liu; Cristina Garcia-Cardona; Brendt Wohlberg; Wotao Yin
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2237
ER -
Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin. (2017). ONLINE CONVOLUTIONAL DICTIONARY LEARNING. IEEE SigPort. http://sigport.org/2237
Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin, 2017. ONLINE CONVOLUTIONAL DICTIONARY LEARNING. Available at: http://sigport.org/2237.
Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin. (2017). "ONLINE CONVOLUTIONAL DICTIONARY LEARNING." Web.
1. Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin. ONLINE CONVOLUTIONAL DICTIONARY LEARNING [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2237