| Paper Abstract and Keywords |
| Presentation |
2022-02-12 10:45
Study on Deep Learning Reconstruction of MRI Complex Images Using Real-value CNN
Itona Fukatsu, Kazuki Yamato, Satoshi Ito (Utsunomiya Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Application of compressed sensing has been applied to speed up the data acquisition time for MR imaging. In recent years, research on reconstruction method using deep learning has been actively studied to reduce the reconstruction time and to improve the quality of reconstructed images. Since MR images are complex-value images, CNN needs to deal with complex values. In this study, we propose a new method for reconstructing complex-value images using a real-value CNN by introducing symmetrical signal under-sampling. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
MRI / CNN / image reconstruction / high-speed imaging / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 46, no. 4, ME2022-7, pp. 25-27, Feb. 2022. |
| Paper # |
ME2022-7 |
| Date of Issue |
2022-02-05 (ME) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
ME |
| Conference Date |
2022-02-12 - 2022-02-12 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
ME |
| Conference Code |
2022-02-ME |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Study on Deep Learning Reconstruction of MRI Complex Images Using Real-value CNN |
| Sub Title (in English) |
|
| Keyword(1) |
MRI |
| Keyword(2) |
CNN |
| Keyword(3) |
image reconstruction |
| Keyword(4) |
high-speed imaging |
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Itona Fukatsu |
| 1st Author's Affiliation |
Ustunomiya University (Utsunomiya Univ.) |
| 2nd Author's Name |
Kazuki Yamato |
| 2nd Author's Affiliation |
Ustunomiya University (Utsunomiya Univ.) |
| 3rd Author's Name |
Satoshi Ito |
| 3rd Author's Affiliation |
Ustunomiya University (Utsunomiya Univ.) |
| 4th Author's Name |
|
| 4th Author's Affiliation |
() |
| 5th Author's Name |
|
| 5th Author's Affiliation |
() |
| 6th Author's Name |
|
| 6th Author's Affiliation |
() |
| 7th Author's Name |
|
| 7th Author's Affiliation |
() |
| 8th Author's Name |
|
| 8th Author's Affiliation |
() |
| 9th Author's Name |
|
| 9th Author's Affiliation |
() |
| 10th Author's Name |
|
| 10th Author's Affiliation |
() |
| 11th Author's Name |
|
| 11th Author's Affiliation |
() |
| 12th Author's Name |
|
| 12th Author's Affiliation |
() |
| 13th Author's Name |
|
| 13th Author's Affiliation |
() |
| 14th Author's Name |
|
| 14th Author's Affiliation |
() |
| 15th Author's Name |
|
| 15th Author's Affiliation |
() |
| 16th Author's Name |
|
| 16th Author's Affiliation |
() |
| 17th Author's Name |
|
| 17th Author's Affiliation |
() |
| 18th Author's Name |
|
| 18th Author's Affiliation |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| 21st Author's Name |
|
| 21st Author's Affiliation |
() |
| 22nd Author's Name |
|
| 22nd Author's Affiliation |
() |
| 23rd Author's Name |
|
| 23rd Author's Affiliation |
() |
| 24th Author's Name |
|
| 24th Author's Affiliation |
() |
| 25th Author's Name |
|
| 25th Author's Affiliation |
() |
| 26th Author's Name |
/ / |
| 26th Author's Affiliation |
()
() |
| 27th Author's Name |
/ / |
| 27th Author's Affiliation |
()
() |
| 28th Author's Name |
/ / |
| 28th Author's Affiliation |
()
() |
| 29th Author's Name |
/ / |
| 29th Author's Affiliation |
()
() |
| 30th Author's Name |
/ / |
| 30th Author's Affiliation |
()
() |
| 31st Author's Name |
/ / |
| 31st Author's Affiliation |
()
() |
| 32nd Author's Name |
/ / |
| 32nd Author's Affiliation |
()
() |
| 33rd Author's Name |
/ / |
| 33rd Author's Affiliation |
()
() |
| 34th Author's Name |
/ / |
| 34th Author's Affiliation |
()
() |
| 35th Author's Name |
/ / |
| 35th Author's Affiliation |
()
() |
| 36th Author's Name |
/ / |
| 36th Author's Affiliation |
()
() |
| Speaker |
Author-1 |
| Date Time |
2022-02-12 10:45:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
ME2022-7 |
| Volume (vol) |
vol.46 |
| Number (no) |
no.4 |
| Page |
pp.25-27 |
| #Pages |
3 |
| Date of Issue |
2022-02-05 (ME) |