• DocumentCode
    254517
  • Title

    Remote Heart Rate Measurement from Face Videos under Realistic Situations

  • Author

    Xiaobai Li ; Jie Chen ; Guoying Zhao ; Pietikainen, Matti

  • Author_Institution
    CMV, Univ. of Oulu, Oulu, Finland
  • fYear
    2014
  • fDate
    23-28 June 2014
  • Firstpage
    4264
  • Lastpage
    4271
  • Abstract
    Heart rate is an important indicator of people´s physiological state. Recently, several papers reported methods to measure heart rate remotely from face videos. Those methods work well on stationary subjects under well controlled conditions, but their performance significantly degrades if the videos are recorded under more challenging conditions, specifically when subjects´ motions and illumination variations are involved. We propose a framework which utilizes face tracking and Normalized Least Mean Square adaptive filtering methods to counter their influences. We test our framework on a large difficult and public database MAHNOB-HCI and demonstrate that our method substantially outperforms all previous methods. We also use our method for long term heart rate monitoring in a game evaluation scenario and achieve promising results.
  • Keywords
    adaptive filters; biomedical measurement; cardiology; computer games; face recognition; filtering theory; human computer interaction; least mean squares methods; medical image processing; video recording; video signal processing; MAHNOB-HCI; face tracking; face videos; game evaluation scenario; heart rate monitoring; illumination variation; normalized least mean square adaptive filtering method; physiological state; public database; remote heart rate measurement; subject motions variation; video recording; Databases; Face; Green products; Heart rate; Lighting; Tracking; Videos;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision and Pattern Recognition (CVPR), 2014 IEEE Conference on
  • Conference_Location
    Columbus, OH
  • Type

    conf

  • DOI
    10.1109/CVPR.2014.543
  • Filename
    6909939