Title :
Estimation of Attentiveness of People Watching TV Based on Their Emotional Behaviors
Author :
Takahashi, Masaharu ; Naemura, M. ; Fujii, Masahiro ; Satoh, S.
Author_Institution :
Sci. & Technol. Res. Labs., Japan Broadcasting Corp. (NHK), Tokyo, Japan
Abstract :
We propose a method for estimating the attentiveness of viewers watching TV on the basis of their emotional behaviors. Such behaviors are usually hard to perceive and have in the past required contact-type equipment to measure them. We devised a novel attentiveness estimator that uses three visual features that are correlated with emotional behaviors: the viewer´s head motion, blink interval, and eye movement. The main contribution of this paper is that the method automatically obtains these features from ordinary noncontact-type sensors. In addition, the method considers not only the viewer´s emotional behaviors but also content features which affect the behaviors. The temporal window pattern in a video sequence is used to describe temporally local features. Experimental results indicate the possibility of recognizing TV viewers´ attentiveness from certain visible emotional behaviors measured by common home electronics.
Keywords :
behavioural sciences computing; emotion recognition; image sequences; video signal processing; TV viewers; attentiveness estimation; emotional behaviors; ordinary noncontact-type sensors; temporal window pattern; video sequence; Detectors; Estimation; Feature extraction; Histograms; TV; Video sequences; Attentiveness; Emotional behavior; Motion analysis;
Conference_Titel :
Affective Computing and Intelligent Interaction (ACII), 2013 Humaine Association Conference on
Conference_Location :
Geneva
DOI :
10.1109/ACII.2013.151