| Presentation | 2021-03-15 Real valued CNN based MR image reconstruction Robust to spatial phase variation Shohei Ouchi, Satoshi Ito, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | MR images have spatial phase distribution due to the inhomogeneities of static magnetic field strength and the difference of magnetic susceptibility. Therefore, it is required to consider the spatial phase variation in the image reconstruction of compressed sensing, however, few studies have been done so far. In this study, we proposed a novel CNN image reconstruction method in which complex images can be reconstructed using real-valued CNN without the estimation of spatial phase variation. Reconstruction experiments showed that image quality was improved in proposed method with higher PSNR and SSIM compared to other reconstruction methods. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | compressed sensing / CNN / phase variation |
| Paper # | MI2020-57 |
| Date of Issue | 2021-03-08 (MI) |
| Conference Information | |
| Committee | MI |
|---|---|
| Conference Date | 2021/3/15(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical Imaging |
| Chair | Yoshiki Kawata(Tokushima Univ.) |
| Vice Chair | Takayuki Kitasaka(Aichi Inst. of Tech.) / Hidekata Hontani(Nagoya Inst. of Tech.) |
| Secretary | Takayuki Kitasaka(Yamaguchi Univ.) / Hidekata Hontani(Univ. of Hyogo) |
| Assistant | Hotaka Takizawa(Tsukuba Univ.) / Yoshito Otake(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Medical Imaging |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Real valued CNN based MR image reconstruction Robust to spatial phase variation |
| Sub Title (in English) | |
| Keyword(1) | compressed sensing |
| Keyword(2) | CNN |
| Keyword(3) | phase variation |
| 1st Author's Name | Shohei Ouchi |
| 1st Author's Affiliation | Utsunomiya University(Utsunomiya Univ.) |
| 2nd Author's Name | Satoshi Ito |
| 2nd Author's Affiliation | Utsunomiya University(Utsunomiya Univ.) |
| Date | 2021-03-15 |
| Paper # | MI2020-57 |
| Volume (vol) | vol.120 |
| Number (no) | MI-431 |
| Page | pp.pp.46-50(MI), |
| #Pages | 5 |
| Date of Issue | 2021-03-08 (MI) |