Presentation | 2010-11-15 Denoising of MR Images Using FREBAS Collaborative Filtering Masayuki HIZUME, Satoshi ITO, Yoshifumi YAMADA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We propose a novel image denoising strategy based on the correlation in the FREBAS transformed domain. FREAS transform is a kind of multi-resolution image analysis which consists of two different Fresnel transforms. It can decompose images into down-scaled images having the same size and having different frequency bandwidth. Since these decomposed images have similar distribution for the same direction from the center of FREBAS domain. Even the FEBAS signal is hidden in the noise in low SNR image cases, the signal distribution can be estimated using the distribution of the FREBAS signal located nearby the interested position. We develop an collaborative Wiener filter in the FREBAS transformed domain which implement the collaboration of standard deviation of interested position and that of analogous positions. The experimental results demonstrate that the proposed algorithm improve the SNR in terms of both total SNR and SNR on the edge of images. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Fresnel Transform / Multi-Resolution Analysis / Wiener filter / NLM filter |
Paper # | MI2010-74 |
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Committee | MI |
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Conference Date | 2010/11/8(1days) |
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Paper Information | |
Registration To | Medical Imaging (MI) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Denoising of MR Images Using FREBAS Collaborative Filtering |
Sub Title (in English) | |
Keyword(1) | Fresnel Transform |
Keyword(2) | Multi-Resolution Analysis |
Keyword(3) | Wiener filter |
Keyword(4) | NLM filter |
1st Author's Name | Masayuki HIZUME |
1st Author's Affiliation | Department of Information Systems Sciences, Utsunomiya University() |
2nd Author's Name | Satoshi ITO |
2nd Author's Affiliation | Department of Information Systems Sciences, Utsunomiya University |
3rd Author's Name | Yoshifumi YAMADA |
3rd Author's Affiliation | Utsunomiya University |
Date | 2010-11-15 |
Paper # | MI2010-74 |
Volume (vol) | vol.110 |
Number (no) | 280 |
Page | pp.pp.- |
#Pages | 5 |
Date of Issue |