| Presentation | 2019-09-04 Preliminary investigation on decomposition of individual muscles and bones of lower extremity from single radiograph using CycleGAN Naoki Nakanishi, Yuta Hiasa, Yoshito Otake, Masaki Takao, Nobuhiko Sugano, Yoshinobu Sato, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Extraction of musculoskeletal structures of lower extremity from medical images is useful for quantitatively understanding the process of muscle atrophy caused by disease and the recovery process during the rehabilitation. In this study, we focus on extraction of individual musculoskeletal structures from single radiograph that can be acquired with high spatial resolution and low radiation dose. Then, we treat the extraction problem in real radiograph as the image translation problem from a real radiograph to multiple digitally reconstructed radiographs generated using CT image and the 3D mask of individual muscles which was obtained by a previously proposed automatic segmentation method. Since registration of real and synthetic radiographs is a challenging problem especially for the muscle structures, we introduce an image translation method based on unpaired training data set using CycleGAN. In this paper, simulation and real image experiments were conducted using CT images and real radiographs of 475 cases. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Muscles and bones of lower extremity / Single radiograph / CycleGAN / Decomposition |
| Paper # | PRMU2019-16,MI2019-35 |
| Date of Issue | 2019-08-28 (PRMU, MI) |
| Conference Information | |
| Committee | PRMU / MI / IPSJ-CVIM |
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| Conference Date | 2019/9/4(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yoichi Sato(Univ. of Tokyo) / Yoshiki Kawata(Tokushima Univ.) |
| Vice Chair | Toru Tamaki(Hiroshima Univ.) / Akisato Kimura(NTT) / Takayuki Kitasaka(Aichi Inst. of Tech.) / Hidekata Hontani(Nagoya Inst. of Tech.) |
| Secretary | Toru Tamaki(NTT) / Akisato Kimura(OMRON SINICX) / Takayuki Kitasaka(Yamaguchi Univ.) / Hidekata Hontani(Univ. of Hyogo) |
| Assistant | Yusuke Uchida(DeNA) / Takayoshi Yamashita(Chubu Univ.) / Hotaka Takizawa(Tsukuba Univ.) / Yoshito Otake(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Medical Imaging / Special Interest Group on Computer Vision and Image Media |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Preliminary investigation on decomposition of individual muscles and bones of lower extremity from single radiograph using CycleGAN |
| Sub Title (in English) | |
| Keyword(1) | Muscles and bones of lower extremity |
| Keyword(2) | Single radiograph |
| Keyword(3) | CycleGAN |
| Keyword(4) | Decomposition |
| 1st Author's Name | Naoki Nakanishi |
| 1st Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 2nd Author's Name | Yuta Hiasa |
| 2nd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 3rd Author's Name | Yoshito Otake |
| 3rd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 4th Author's Name | Masaki Takao |
| 4th Author's Affiliation | Oaska University(Osaka Univ.) |
| 5th Author's Name | Nobuhiko Sugano |
| 5th Author's Affiliation | Oaska University(Osaka Univ.) |
| 6th Author's Name | Yoshinobu Sato |
| 6th Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| Date | 2019-09-04 |
| Paper # | PRMU2019-16,MI2019-35 |
| Volume (vol) | vol.119 |
| Number (no) | PRMU-192,MI-193 |
| Page | pp.pp.25-30(PRMU), pp.25-30(MI), |
| #Pages | 6 |
| Date of Issue | 2019-08-28 (PRMU, MI) |