Presentation 2010-03-02
Design of Morphological Filters Using a Generalized f-mean
Yoichi NISHINO, Makoto NAKASHIZUKA, Ryoko HANADA, Mitsuji MUNEYASU, Yoji IIGUNI,
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Abstract(in English) This paper presents a novel design method for the structuring elements of morphological filters. For the design of the morphological filters, we introduce approximating functions of max and min functions to approximate the morphological filters. Since the proposed approximating functions are differentiable, the outputs of the approximated morphological filters are also differentiable. The gradient based optimization technique is applied to the optimization of the approximated filter to obtain a quasi-optimum structring element. In denoising experiments, we show that the optimized morphological filters outperform existent filters.
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Keyword(in English) Image processing / mathematical morphology / filter design / generalized-f mean / denoising
Paper # CAS2009-130,SIP2009-175,CS2009-125
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Committee CS
Conference Date 2010/2/22(1days)
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Registration To Communication Systems (CS)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Design of Morphological Filters Using a Generalized f-mean
Sub Title (in English)
Keyword(1) Image processing
Keyword(2) mathematical morphology
Keyword(3) filter design
Keyword(4) generalized-f mean
Keyword(5) denoising
1st Author's Name Yoichi NISHINO
1st Author's Affiliation Graduate School of Engineering Science, Osaka University()
2nd Author's Name Makoto NAKASHIZUKA
2nd Author's Affiliation Graduate School of Engineering Science, Osaka University
3rd Author's Name Ryoko HANADA
3rd Author's Affiliation Graduate School of Science and Engineering, Kansai University
4th Author's Name Mitsuji MUNEYASU
4th Author's Affiliation Graduate School of Science and Engineering, Kansai University
5th Author's Name Yoji IIGUNI
5th Author's Affiliation Graduate School of Engineering Science, Osaka University
Date 2010-03-02
Paper # CAS2009-130,SIP2009-175,CS2009-125
Volume (vol) vol.109
Number (no) 436
Page pp.pp.-
#Pages 2
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