Title :
User modeling via gesture and head pose expressivity features
Author :
Caridakis, George ; Asteriadis, Stylianos ; Karpouzis, Kostas
Author_Institution :
Image, Video & Multimedia Syst. Lab., Nat. Tech. Univ. of Athens, Athens, Greece
Abstract :
Current work focuses on user modeling in terms of affective analysis that could in turn be used in intelligent personalized interfaces and systems, dynamic profiling and context-aware multimedia applications. The analysis performed within this work comprises of statistical processing and classification of automatically extracted gestural and head pose expressivity features. Computational formulation of qualitative expressive cues of body and head motion is performed and the resulting features are processed statistically, their correlation is studied and finally an emotion recognition attempt is presented based on these features. Significant emotion specific patterns and expressivity features interrelations are derived while the emotion recognition results indicate that the gestural and head pose expressivity features could supplement and enhance a multimodal affective analysis system incorporating an additional modality to be fused with other commonly used modalities such as facial expressions, prosodic and lexical acoustic features and physiological measurements.
Keywords :
emotion recognition; feature extraction; multimedia computing; pose estimation; ubiquitous computing; user modelling; computational formulation; context-aware multimedia application; dynamic profiling; emotion recognition; facial expression; gestural feature extraction; head pose expressivity feature extraction; intelligent personalized interface; lexical acoustic feature; multimodal affective analysis system; physiological measurement; prosodic acoustic feature; qualitative expressive cues; statistical processing; user modeling; Cameras; Correlation; Feature extraction; Head; Humans; Real time systems; Skin;
Conference_Titel :
Semantic Media Adaptation and Personalization (SMAP), 2010 5th International Workshop on
Conference_Location :
Limmassol
Print_ISBN :
978-1-4244-8603-8
Electronic_ISBN :
978-1-4244-8601-4
DOI :
10.1109/SMAP.2010.5706868