Multimodal Signal Processing

Theory and Applications for Human-Computer Interaction

Jean-Philippe Thiran, Ferran Marqués, Hervé Bourlard (Herausgeber)

Buch | Hardcover

352 Seiten

2009
Academic Press Inc (Verlag)
978-0-12-374825-6 (ISBN)

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Presents various methods for multimodal signal processing, analysis, and modeling. This book contains many examples of systems with different modalities combined. It describes advanced applications in multimodal Human-Computer Interaction (HCI) as well as in computer-based analysis and modelling of multimodal human-human communication scenes.

Multimodal signal processing is an important research and development field that processes signals and combines information from a variety of modalities – speech, vision, language, text – which significantly enhance the understanding, modelling, and performance of human-computer interaction devices or systems enhancing human-human communication. The overarching theme of this book is the application of signal processing and statistical machine learning techniques to problems arising in this multi-disciplinary field. It describes the capabilities and limitations of current technologies, and discusses the technical challenges that must be overcome to develop efficient and user-friendly multimodal interactive systems.

With contributions from the leading experts in the field, the present book should serve as a reference in multimodal signal processing for signal processing researchers, graduate students, R&D engineers, and computer engineers who are interested in this emerging field.

Statistical Machine Learning for HCI; Speech Processing; Natural Language and Dialogue Processing; Image and Video Processing Tools for HCI; Processing of Handwriting and Sketching Dynamics; Basic Concepts of Multimodal Analysis; Multimodal Information Fusion; Modality Integration Methods; A Multimodal Recognition Framework for Joint Modality Compensation and Fusion; Managing Multimodal Data, Metadata and Annotations: Challenges and Solutions; Multimodal Input; Multimodal HCI Output: Facial Motion, Gestures and Synthesised Speech Synchronisation; Interactive Representations of Multimodal Databases; Modelling Interest in Face-to-Face Conversations from Multimodal Nonverbal Behaviour

Erscheint lt. Verlag	26.11.2009
Verlagsort	San Diego
Sprache	englisch
Maße	152 x 229 mm
Gewicht	580 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Technik ► Elektrotechnik / Energietechnik
	Technik ► Nachrichtentechnik
ISBN-10	0-12-374825-9 / 0123748259
ISBN-13	978-0-12-374825-6 / 9780123748256
Zustand	Neuware