Utilizing visual attention for cross-modal coreference interpretation

Abstract. In this paper, we describe an exploratory study to develop a model of visual attention that could aid automatic interpretation of exophors in situated dialog. The model is intended to support the reference resolution needs of embodied conversational agents, such as graphical avatars and robotic collaborators. The model tracks the attentional state of one dialog participant as it is represented by his visual input stream, taking into account the recency, exposure time, and visual distinctness of each viewed item. The model correctly predicts the correct referent of 52 % of referring expressions produced by speakers in human-human dialog while they were collaborating on a task in a virtual world. This accuracy is comparable with reference resolution based on calculating linguistic salience for the same data.

Context-based multimodal interpretation : an integrated approach to multimodal fusion and discourse processing

This thesis is concerned with the context-based interpretation of verbal and nonverbal contributions to interactions in multimodal multiparty dialogue systems. On the basis of a detailed analysis of context-dependent multimodal discourse phenomena, a comprehensive context model is developed. This context model supports the resolution of a variety of referring and elliptical expressions as well as the processing and reactive generation of turn-taking signals and the identification of the intended addressee(s) of a contribution. A major goal of this thesis is the development of a generic component for multimodal fusion and discourse processing. Based on the integration of this component into three distinct multimodal dialogue systems, the generic applicability of the approach is shown.Diese Dissertation befasst sich mit der kontextbasierten Interpretation von verbalen und nonverbalen Gesprächsbeiträgen im Rahmen von multimodalen Dialogsystemen. Im Rahmen dieser Arbeit wird, basierend auf einer detaillierten Analyse multimodaler Diskursphänomene, ein umfassendes Modell des Gesprächskontextes erarbeitet. Dieses Modell soll sowohl die Verarbeitung einer Vielzahl von referentiellen und elliptischen Ausdrücken, als auch die Erzeugung reaktiver Aktionen wie sie für den Sprecherwechsel benötigt werden unterstützen. Ein zentrales Ziel dieser Arbeit ist die Entwicklung einer generischen Komponente zur multimodalen Fusion und Diskursverarbeitung. Anhand der Integration dieser Komponente in drei unterschiedliche Dialogsysteme soll der generische Charakter dieser Komponente gezeigt werden