Multimodal Signal Processing
Multimodal Signal Processing
Hervé Bourlard, Idiap Research Institute
Jean Carletta, University of Edinburgh
Andrei Popescu-Belis, Idiap Research Institute, Martigny, Switzerland
$135.00
USDBringing together experts in multimodal signal processing, this book provides a detailed introduction to the area, with a focus on the analysis, recognition and interpretation of human communication. The technology described has powerful applications. For instance, automatic analysis of the outputs of cameras and microphones in a meeting can make sense of what is happening – who spoke, what they said, whether there was an active discussion and who was dominant in it. These analyses are layered to move from basic interpretations of the signals to richer semantic information. The book covers the necessary analyses in a tutorial manner, going from basic ideas to recent research results. It includes chapters on advanced speech processing and computer vision technologies, language understanding, interaction modeling and abstraction, as well as meeting support technology. This guide connects fundamental research with a wide range of prototype applications to support and analyze group interactions in meetings.
- A comprehensive reference on a broad range of approaches to mono- and multimodal signal processing, focusing on multimodal meeting capture, analysis and access for applications to human interactions in meetings and meeting support technology
- Ensures homogeneity of vision and meaningful relations between chapters by being grounded in the experience of a large research consortium, with external contributions
- Uses a tutorial style to move from basic ideas to recent research, providing directly applicable methods and metrics along with benchmark results
Product details
June 2012Hardback
9781107022294
286 pages
254 × 178 × 18 mm
0.72kg
76 b/w illus. 40 tables
Available
Table of Contents
- 1. Multimodal signal processing for human meetings: an introduction Andrei Popescu-Belis and Jean Carletta
- 2. Data collection Jean Carletta and Mike Lincoln
- 3. Microphone arrays and beamforming Iain McCowan
- 4. Speaker diarization Fabio Valente and Gerald Friedland
- 5. Speech recognition Thomas Hain and Philip N. Garner
- 6. Sampling techniques for audio-visual tracking and head pose estimation Jean-Marc Odobez and Oswald Lanz
- 7. Video processing and recognition Pavel Zemčík, Sébastien Marcel and Jozef Mlích
- 8. Language structure Tilman Becker and Theresa Wilson
- 9. Multimodal analysis of small-group conversational dynamics Daniel Gatica-Perez, Rieks op den Akker and Dirk Heylen
- 10. Summarization Thomas Kleinbauer and Gabriel Murray
- 11. User requirements for meeting support technology Denis Lalanne and Andrei Popescu-Belis
- 12. Meeting browsers and meeting assistants Steve Whittaker, Simon Tucker and Denis Lalanne
- 13. Evaluation of meeting support technology Simon Tucker and Andrei Popescu-Belis
- 14. Conclusion and perspectives Hervé Bourlard and Steve Renals.
