Title :
Natural Interaction Multimodal Analysis: Expressivity Analysis towards Adaptive and Personalized Interfaces
Author :
Asteriadis, Stylianos ; Caridakis, George ; Malatesta, Lorenzo ; Karpouzis, Kostas
Author_Institution :
Image, Video & Multimedia Syst. Lab., Nat. Tech. Univ. of Athens, Athens, Greece
Abstract :
Intelligent personalized systems often ignore the affective aspectof human behavior and focus more on tactile cues of the useractivity. A complete user modeling, though, should also incorporatecues such as facial expressions, speech prosody and gesture orbody posture expressivity features, in order to dynamically profile the user, fusing all available modalities since these qualitative affective cues contain significant information about the user´s on verbal behavior and communication. Towards this direction, this work focuses on automatic extraction of gestural and headexpressivity features and related statistical processing. The perspective of adopting a common formalization of using expressivity features for a multitude of visual, emotional modalities is explored and grounded through an overview of experiments on appropriate corpora and the corresponding analysis.
Keywords :
emotion recognition; face recognition; feature extraction; gesture recognition; human computer interaction; statistical analysis; adaptive interfaces; automatic gestural expressivity feature extraction; automatic head expressivity feature extraction; body posture expressivity features; complete user modelling; emotional modalities; expressivity analysis; expressivity features; facial expressions; gesture expressivity features; human behavior; intelligent personalized systems; natural interaction multimodal analysis; personalized interfaces; qualitative affective cues; speech prosody expressivity features; statistical processing; tactile cues; user activity; user nonverbal behavior; user nonverbal communication; visual modalities; Adaptation models; Context; Feature extraction; Head; Histograms; Humans; Joints; Activity Recognition; Emotion Estimation; Expressivity Features; Gesture Recognition;
Conference_Titel :
Semantic and Social Media Adaptation and Personalization (SMAP), 2012 Seventh International Workshop on
Conference_Location :
Luxembourg
Print_ISBN :
978-1-4673-4563-7
DOI :
10.1109/SMAP.2012.11