Presentation | 2021-03-04 Automated Segmentation of Left Ventirular Wall and Extraction of Left Ventricular Cavity in Echocardiographic Images by Deep Learning Kai Wang, JiWei Zhang, Takeshi Hozumi, HaiYuan Wu, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In order to interpret cardiac function using echocardiographic images, it requires a great deal of skill. To construct of the support system for evaluation of cardiac function from echocardiographic images, this paper proposes a method for automatically segmentation of the left ventricular wall and the extraction of left ventricular cavity in two-chamber view by echocardiographic images, based on a deep learning algorithm (YOLACT). Under the guidance of a specialist of echocardiography, we conducted the training and the testing with the annotated data. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Echocardiographic images / Cardiac function / Deep learning / Segmentation |
Paper # | PRMU2020-79 |
Date of Issue | 2021-02-25 (PRMU) |
Conference Information | |
Committee | PRMU / IPSJ-CVIM |
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Conference Date | 2021/3/4(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Computer Vision and Pattern Recognition for specific environment |
Chair | Yoichi Sato(Univ. of Tokyo) |
Vice Chair | Akisato Kimura(NTT) / Masakazu Iwamura(Osaka Pref. Univ.) |
Secretary | Akisato Kimura(Mobility Technologies) / Masakazu Iwamura(Chubu Univ.) |
Assistant | Takashi Shibata(NTT) / Masashi Nishiyama(Tottori Univ.) |
Paper Information | |
Registration To | Technical Committee on Pattern Recognition and Media Understanding / 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) | Automated Segmentation of Left Ventirular Wall and Extraction of Left Ventricular Cavity in Echocardiographic Images by Deep Learning |
Sub Title (in English) | |
Keyword(1) | Echocardiographic images |
Keyword(2) | Cardiac function |
Keyword(3) | Deep learning |
Keyword(4) | Segmentation |
1st Author's Name | Kai Wang |
1st Author's Affiliation | Wakayama University(Wakayama Univ.) |
2nd Author's Name | JiWei Zhang |
2nd Author's Affiliation | Wakayama University(Wakayama Univ.) |
3rd Author's Name | Takeshi Hozumi |
3rd Author's Affiliation | Wakayama Medical University(Wakayama Medical Univ.) |
4th Author's Name | HaiYuan Wu |
4th Author's Affiliation | Wakayama University(Wakayama Univ.) |
Date | 2021-03-04 |
Paper # | PRMU2020-79 |
Volume (vol) | vol.120 |
Number (no) | PRMU-409 |
Page | pp.pp.59-64(PRMU), |
#Pages | 6 |
Date of Issue | 2021-02-25 (PRMU) |