A motion robust remote-PPG approach to driver’s health state monitoring

Bing Fei Wu, Yun Wei Chu, Po Wei Huang, Meng Liang Chung, Tzu Min Lin

研究成果: 書貢獻/報告類型會議貢獻

6 引文 斯高帕斯(Scopus)

摘要

With the surging significance of personal health care, driver’s physiological state is no longer negligible nowadays. Among all the indicators of health state in human, heart rate (HR) is one of the most cardinal indicators. The commonly used HR measurement is contact-type, might result in driver’s distraction and discomfort in the vehicle applications. To cope with this problem, remote photoplethysmography (rPPG) is utilized to monitor HR at a distance via a web camera. Nevertheless, the rPPG is not without its flaw. The main concern of the rPPG technique is the potential not-robustness result from the arbitrary motion. Consequently, the contribution of this paper is to conquer the motion noise when the car is driving and the driver’s health state is well monitored to enhance the public safety. The proposed algorithm is investigated in not only the indoor environment but as well the outdoor driving, which contains much more unpredictable motion. With k-nearest neighbor (kNN) classifier on chrominance-based features, the mean square error can be reduced from 30.6 to 2.79 bpm, approaching the medical instrument level. The proposed method can be applied to human improving driving safety for Advanced Driver Assistance Systems.

原文英語
主出版物標題Computer Vision - ACCV 2016 Workshops - ACCV 2016 International Workshops, Revised Selected Papers
編輯Jiwen Lu, Kai-Kuang Ma, Chu-Song Chen
發行者Springer Verlag
頁面463-476
頁數14
ISBN(列印)9783319544069
DOIs
出版狀態已發佈 - 一月 1 2017
事件13th Asian Conference on Computer Vision, ACCV 2016 - Taipei, 臺灣
持續時間: 十一月 20 2016十一月 24 2016

出版系列

名字Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
10116 LNCS
ISSN(列印)0302-9743
ISSN(電子)1611-3349

會議

會議13th Asian Conference on Computer Vision, ACCV 2016
國家/地區臺灣
城市 Taipei
期間11/20/1611/24/16

ASJC Scopus subject areas

  • 理論電腦科學
  • 電腦科學(全部)

指紋

深入研究「A motion robust remote-PPG approach to driver’s health state monitoring」主題。共同形成了獨特的指紋。

引用此