Presentation 2018-08-08
Hierarchical Lossless Image Coding Using CNN Predictors Optimized by Adaptive Differential Evolution
Yuki Kawai, Yuki Nagano, Hideharu Toda, Hisashi Aomori, Tsuyoshi Otake, Ichiro Matsuda, Susumu Itoh,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) We have been proposed on hierarchical lossless image coding using predictors composed of Cellular Neural Network(CNN).Their shapes and assignment are optimized to minizing coding bits.In the conventional method, a sequential search method for searching space defined by a hypercube was emploied.However, since a sequential search method is easily trapped in local minimum, development of effective search method has become issue.In this paper, to address the aforementioned problems, an adaptive differential evolution are introduced into the optimization of CNN predictors and their assignment.The effectiveness of proposed method confirmed by coding experiment on various images.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Cellular Neural Network / Hierarchical Lossless Image Coding / Adaptive Differential Evolution
Paper # NLP2018-59
Date of Issue 2018-08-01 (NLP)

Conference Information
Committee NLP
Conference Date 2018/8/8(2days)
Place (in Japanese) (See Japanese page)
Place (in English) Saiwai-cho Campus, Kagawa Univ.
Topics (in Japanese) (See Japanese page)
Topics (in English) etc.
Chair Norikazu Takahashi(Okayama Univ.)
Vice Chair Hiroaki Kurokawa(Tokyo Univ. of Tech.)
Secretary Hiroaki Kurokawa(Hiroshima Inst. of Tech.)
Assistant Masayuki Kimura(Kyoto Univ.) / Yutaka Shimada(Saitama Univ.)

Paper Information
Registration To Technical Committee on Nonlinear Problems
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Hierarchical Lossless Image Coding Using CNN Predictors Optimized by Adaptive Differential Evolution
Sub Title (in English)
Keyword(1) Cellular Neural Network
Keyword(2) Hierarchical Lossless Image Coding
Keyword(3) Adaptive Differential Evolution
1st Author's Name Yuki Kawai
1st Author's Affiliation Chukyo University(Chukyo Univ.)
2nd Author's Name Yuki Nagano
2nd Author's Affiliation Chukyo University(Chukyo Univ.)
3rd Author's Name Hideharu Toda
3rd Author's Affiliation Chukyo University(Chukyo Univ.)
4th Author's Name Hisashi Aomori
4th Author's Affiliation Chukyo University(Chukyo Univ.)
5th Author's Name Tsuyoshi Otake
5th Author's Affiliation Tamagawa University(Tamagawa Univ.)
6th Author's Name Ichiro Matsuda
6th Author's Affiliation Tokyo University of Science(TUS)
7th Author's Name Susumu Itoh
7th Author's Affiliation Tokyo University of Science(TUS)
Date 2018-08-08
Paper # NLP2018-59
Volume (vol) vol.118
Number (no) NLP-174
Page pp.pp.35-38(NLP),
#Pages 4
Date of Issue 2018-08-01 (NLP)