• DocumentCode
    590310
  • Title

    IMAPS: A smart phone based real-time framework for prediction of affect in natural dyadic conversation

  • Author

    Rahman, A. K. M. Mizanur ; Tanveer, M.I. ; Anam, A.S.M.I. ; Yeasin, Mohammed

  • fYear
    2012
  • fDate
    27-30 Nov. 2012
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    The lack of ability to perceive emotions and affective states is a setback for people who are blind or visually impaired in professional and social communications. Towards developing assistive technology solution in facilitating natural dyadic conversations for people with such disability, this paper describes the development of a smart phone based system called interactive mobile affect perception system (iMAPS) for prediction of affective dimensions (valence-arousal-dominance). The proposed solution utilizes an Android platform in conjunction with a wireless network to build a fully integrated iMAPS. Empirical analyses were conducted to measure the efficacy and utility of the proposed solution. It was found that the proposed framework can predict affect dimensions with good accuracy (Maximum Correlation Coefficient for valence: 0.68, arousal: 0.71, and dominance: 0.67) in natural dyadic conversation. The overall minimum and maximum response times are (181 milliseconds) and (500 milliseconds), respectively.
  • Keywords
    handicapped aids; interactive systems; mobile computing; professional communication; radio networks; real-time systems; smart phones; Android platform; IMAPS; affective dimensions; affective states; assistive technology solution; blind people; empirical analyses; fully integrated iMAPS; interactive mobile affect perception system; maximum correlation coefficient; natural dyadic conversation; perceive emotions; professional communications; smart phone based real-time framework; smart phone based system; social communications; valence-arousal-dominance; visually impaired people; wireless network; Cameras; Face; Feature extraction; Mobile communication; Real-time systems; Servers; Smart phones; Affective Dimensions; Human Computer Interaction; MobileServer Communication;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Visual Communications and Image Processing (VCIP), 2012 IEEE
  • Conference_Location
    San Diego, CA
  • Print_ISBN
    978-1-4673-4405-0
  • Electronic_ISBN
    978-1-4673-4406-7
  • Type

    conf

  • DOI
    10.1109/VCIP.2012.6410828
  • Filename
    6410828