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
Link To Document