Deep Learning

(General Framework)


Analysis for Deep Learning



WiG: Weighted Sigmoid Gate Unit for
an Activation Function of Deep Neural Network


Masayuki Tanaka
Pattern Recognition Letters, Vol. 135, pp. 354-359, Jul. 2020.


Coupled Convolution Layer for
Convolutional Neural Network


Kazutaka Uchida, Masayuki Tanaka, Masatoshi Okutomi
International Conference on Pattern Recognition (ICPR2016), 2014.


A Novel Inference of a Restricted Boltzmann Machine


Masayuki Tanaka, Masatoshi Okutomi
International Conference on Pattern Recognition (ICPR2014), pp.1526-1531, 2014.

[Preprint PDF] [Poster PDF] [Matlab code]


[Related Slideshare]


Related project: CNN-Based Image Restoration
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