| Presentation | 2018-05-17 [Invited Talk] Statistical Modeling of 3-D DFT Coefficients of Moving Images and Its Applications to Video Restoration Takahiro Saito, Takashi Komatsu, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recently we have presented moving-image denoising with 3-D Mean-Separation-type Short-Time DFT and demonstrated that it achieves a performance comparably to the state-of-the-art denoising methods. Firstly this paper deals with sparsity of 3-D DFT coefficients of a moving image both theoretically and experimentally. Secondly for the statistical modeling of 3-D DFT coefficients of a moving image this paper takes up a 2-component spherically-symmetric Gaussian mixture probability model based on a degradation model and signal’s sparsity, and gives a summary of theoretical results on its basic properties and its model-parameter estimation. Thirdly this paper discusses the issue of how to apply it to moving-image restoration. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Statistical Modeling / Degradation / Sparse Coding / Signal Restoration / Moving-Image Processing |
| Paper # | SIP2018-6,IE2018-6,PRMU2018-6,MI2018-6 |
| Date of Issue | 2018-05-10 (SIP, IE, PRMU, MI) |
| Conference Information | |
| Committee | PRMU / MI / IE / SIP |
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| Conference Date | 2018/5/17(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shinichi Sato(NII) / Kensaku Mori(Nagoya Univ.) / Takayuki Hamamoto(Tokyo Univ. of Science) / Masahiro Okuda(Univ. of Kitakyushu) |
| Vice Chair | Hironobu Fujiyoshi(Chubu Univ.) / Yoshihisa Ijiri(Omron) / Yoshiki Kawata(Tokushima Univ.) / Yuichi Kimura(Kinki Univ.) / Kazuya Kodama(NII) / Hideaki Kimata(NTT) / Shogo Muramatsu(Niigata Univ.) / Naoyuki Aikawa(TUS) |
| Secretary | Hironobu Fujiyoshi(AIST) / Yoshihisa Ijiri(NAIST) / Yoshiki Kawata(Aichi Inst. of Tech.) / Yuichi Kimura(Nagoya Inst. of Tech.) / Kazuya Kodama(Nagoya Univ.) / Hideaki Kimata(KDDI Research) / Shogo Muramatsu(Chiba Inst. of Tech.) / Naoyuki Aikawa(Takushoku Univ.) |
| Assistant | Masato Ishii(NEC) / Yusuke Sugano(Osaka Univ.) / Ryo Haraguchi(Univ. of Hyogo) / Yasushi Hirano(Yamaguchi Univ.) / Yasutaka Matsuo(NHK) / Kazuya Hayase(NTT) / Masayoshi Nakamoto(Hiroshima Univ.ひろ) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Medical Imaging / Technical Committee on Image Engineering / Technical Committee on Signal Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Talk] Statistical Modeling of 3-D DFT Coefficients of Moving Images and Its Applications to Video Restoration |
| Sub Title (in English) | |
| Keyword(1) | Statistical Modeling |
| Keyword(2) | Degradation |
| Keyword(3) | Sparse Coding |
| Keyword(4) | Signal Restoration |
| Keyword(5) | Moving-Image Processing |
| 1st Author's Name | Takahiro Saito |
| 1st Author's Affiliation | Kanagawa University(Kanagawa Univ.) |
| 2nd Author's Name | Takashi Komatsu |
| 2nd Author's Affiliation | Kanagawa University(Kanagawa Univ.) |
| Date | 2018-05-17 |
| Paper # | SIP2018-6,IE2018-6,PRMU2018-6,MI2018-6 |
| Volume (vol) | vol.118 |
| Number (no) | SIP-33,IE-34,PRMU-35,MI-36 |
| Page | pp.pp.23-28(SIP), pp.23-28(IE), pp.23-28(PRMU), pp.23-28(MI), |
| #Pages | 6 |
| Date of Issue | 2018-05-10 (SIP, IE, PRMU, MI) |