Masato Sakata
Fujitsu
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Featured researches published by Masato Sakata.
biomedical engineering systems and technologies | 2016
Daisuke Uchida; Tatsuya Mori; Masato Sakata; Takuro Oya; Yasuyuki Nakata; Kazuho Maeda; Yoshinori Yaginuma; Akihiro Inomata
This paper investigates fundamental mechanisms of brightness changes in heart rate (HR) measurement from face images through three kinds of experiments; (i) measurement of light reflection from cheek covered with/without copper film, (ii) spectroscopy measurement of reflection light from face and (iii) simultaneous measurement of face images and laser speckle images. The brightness change of the face skin are found to be caused by both the green light absorption variation by the blood volume changes and the light reflection variation by pulsatory face movements. The Real-time Pulse Extraction Method (RPEM), designed to extract the variation of light absorption by removing motion noise, is corroborated for the robustness by comparing the RPEM with the pulse wave of the ear photoplethysmography. The RPEM is also applied to heart rate measurements of seven participants during office work under non-controlled condition in order to evaluate continuous real-time HR monitoring. RMSE = 6.7 bpm is achieved as an average result of seven participants in five days with the 44% of HR measured rate with respect to the number of reference HRs from the electrocardiogram during face is detected. The result indicates that the RPEM method enables HR monitoring in daily life.
biomedical engineering systems and technologies | 2016
Tatsuya Mori; Daisuke Uchida; Masato Sakata; Takuro Oya; Yasuyuki Nakata; Kazuho Maeda; Yoshinori Yaginuma; Akihiro Inomata
A real-time monitoring method of heart rate (HR) from face images using Real-time Pulse Extraction Method (RPEM) is described and corroborated for the theoretical efficacy by investigating fundamental mechanisms through three kinds of experiments; (i) measurement of light reflection from face covered by copper film, (ii) spectroscopy measurement and (iii) simultaneous measurement of face images and laser speckle images. The investigation indicated the main causes of brightness change are both the green light absorption variation by the blood volume changes and the face surface reflection variation by pulsatory face movements. RPEM removes the motion noise from the green light absorption variation and the effectiveness is ensured by comparing with the pulse wave of the ear photoplethysmography. We also applied RPEM to continuous real-time HR monitoring of seven participants during office work under non-controlled condition, and achieved HR measured rate of 44 % to the number of referential ECG beats while face is detected, with RMSE = 6.7 bpm as an average result of five days.
Archive | 2013
Kazuho Maeda; Masato Sakata; Daisuke Uchida; Akihiro Inomata
Archive | 2014
Hidenori Sekiguchi; 英紀 関口; Daisuke Uchida; 大輔 内田; Masato Sakata; 雅人 阪田; Akita Inomata; 明大 猪又
Archive | 2013
Kazuho Maeda; Masato Sakata; Daisuke Uchida; Akihiro Inomata
Archive | 2012
Daisuke Uchida; Masato Sakata; Hidenori Sekiguchi; Akihiro Inomata
Archive | 2015
Daisuke Uchida; Masato Sakata; Hidenori Sekiguchi; Akihiro Inomata
Archive | 2013
Masato Sakata; Daisuke Uchida; Akihiro Inomata; Hidenori Sekiguchi
Archive | 2016
Masato Sakata; Daisuke Uchida; Akihiro Inomata; Hidenori Sekiguchi
Archive | 2013
仲道 耕二; Koji Nakamichi; 耕二 仲道; 大輔 内田; Daisuke Uchida; 雅人 阪田; Masato Sakata; 明大 猪又; Akita Inomata; 関口 英紀; Hidenori Sekiguchi; 英紀 関口