| Presentation | 2020-05-28 A Study of 3D Ultrasound Volume Reconstruction based on Ultrasound Probe Localization Using Deep Learning Kanta Miura, Koichi Ito, Takafumi Aoki, Jun Ohmiya, Satoshi Kondo, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper presents an ultrasound (US) volume reconstruction method only from US image sequences using deep learning. The proposed method employs a convolutional neural network to estimate the position of a 2D US probe only from US images. We introduce a network for estimating motion and two loss functions: the $L_1$ loss function and the consistency loss function. Through a set of experiments using US image sequence datasets with ground-truth motion measured by a motion capture system, we demonstrate that the proposed method exhibits better performance on probe localization and volume reconstruction compared with the conventional method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | ultrasound / volume reconstruction / CNN / probe localization |
| Paper # | SIP2020-3,BioX2020-3,IE2020-3,MI2020-3 |
| Date of Issue | 2020-05-21 (SIP, BioX, IE, MI) |
| Conference Information | |
| Committee | MI / IE / SIP / BioX / ITE-IST / ITE-ME |
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| Conference Date | 2020/5/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | 会議ツールは未定 |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Image and signal processing/analysis/AI technology, and their application |
| Chair | Yoshiki Kawata(Tokushima Univ.) / Hideaki Kimata(NTT) / Naoyuki Aikawa(TUS) / Akira Otsuka(IISEC) / Shigetoshi Sugawa(Tohoku Univ.) / Arai Hiroyuki(Nippon Institute of Technology) |
| Vice Chair | Takayuki Kitasaka(Aichi Inst. of Tech.) / Hidekata Hontani(Nagoya Inst. of Tech.) / Kazuya Kodama(NII) / Keita Takahashi(Nagoya Univ.) / Kazunori Hayashi(Osaka City Univ) / Yukihiro Bandou(NTT) / Tetsushi Ohki(Shizuoka Univ.) / Takahiro Aoki(Fujitsu Labs.) / Takayuki Hamamoto(Tokyo Univ. of Science) |
| Secretary | Takayuki Kitasaka(Yamaguchi Univ.) / Hidekata Hontani(Univ. of Hyogo) / Kazuya Kodama(NTT) / Keita Takahashi(NHK) / Kazunori Hayashi(Hiroshima Univ.) / Yukihiro Bandou(Hosei Univ.) / Tetsushi Ohki(Univ. of Electro-Comm.) / Takahiro Aoki(SECOM) / Takayuki Hamamoto(Saitama Univ.) / (Panasonic) |
| Assistant | Hotaka Takizawa(Tsukuba Univ.) / Yoshito Otake(NAIST) / Kyohei Unno(KDDI Research) / Norishige Fukushima(Nagoya Inst. of Tech.) / Kenjiro Sugimoto(Waseda Univ.) / Daishi Watabe(Saitama Inst. of Tech.) / Ryota Horie(Shibaura Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Medical Imaging / Technical Committee on Image Engineering / Technical Committee on Signal Processing / Technical Committee on Biometrics / Technical Group on Information Sensing Technologies / Technical Group on Media Engineering |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study of 3D Ultrasound Volume Reconstruction based on Ultrasound Probe Localization Using Deep Learning |
| Sub Title (in English) | |
| Keyword(1) | ultrasound |
| Keyword(2) | volume reconstruction |
| Keyword(3) | CNN |
| Keyword(4) | probe localization |
| 1st Author's Name | Kanta Miura |
| 1st Author's Affiliation | Tohoku University(Tohoku Univ.) |
| 2nd Author's Name | Koichi Ito |
| 2nd Author's Affiliation | Tohoku University(Tohoku Univ.) |
| 3rd Author's Name | Takafumi Aoki |
| 3rd Author's Affiliation | Tohoku University(Tohoku Univ.) |
| 4th Author's Name | Jun Ohmiya |
| 4th Author's Affiliation | KONICA MINOLTA, INC.(KONICA MINOLTA) |
| 5th Author's Name | Satoshi Kondo |
| 5th Author's Affiliation | KONICA MINOLTA, INC.(KONICA MINOLTA) |
| Date | 2020-05-28 |
| Paper # | SIP2020-3,BioX2020-3,IE2020-3,MI2020-3 |
| Volume (vol) | vol.120 |
| Number (no) | SIP-38,BioX-37,IE-39,MI-40 |
| Page | pp.pp.9-14(SIP), pp.9-14(BioX), pp.9-14(IE), pp.9-14(MI), |
| #Pages | 6 |
| Date of Issue | 2020-05-21 (SIP, BioX, IE, MI) |