Alameda-Pineda / Ricci / Sebe Multimodal Behavior Analysis in the Wild

Advances and Challenges
1. Auflage 2018
ISBN: 978-0-12-814602-6
Verlag: Elsevier Science & Techn.
Format: EPUB
Kopierschutz: 6 - ePub Watermark

E-Book, Englisch, 498 Seiten

Reihe: Computer Vision and Pattern Recognition

Multimodal Behavioral Analysis in the Wild: Advances and Challenges presents the state-of- the-art in behavioral signal processing using different data modalities, with a special focus on identifying the strengths and limitations of current technologies. The book focuses on audio and video modalities, while also emphasizing emerging modalities, such as accelerometer or proximity data. It covers tasks at different levels of complexity, from low level (speaker detection, sensorimotor links, source separation), through middle level (conversational group detection, addresser and addressee identification), and high level (personality and emotion recognition), providing insights on how to exploit inter-level and intra-level links. This is a valuable resource on the state-of-the- art and future research challenges of multi-modal behavioral analysis in the wild. It is suitable for researchers and graduate students in the fields of computer vision, audio processing, pattern recognition, machine learning and social signal processing. - Gives a comprehensive collection of information on the state-of-the-art, limitations, and challenges associated with extracting behavioral cues from real-world scenarios - Presents numerous applications on how different behavioral cues have been successfully extracted from different data sources - Provides a wide variety of methodologies used to extract behavioral cues from multi-modal data

Autoren/Hrsg.

Alameda-Pineda, Xavier

Ricci, Elisa

Sebe, Nicu

Leseproben

List of Contributors
Xavier Alameda-Pineda     Inria Grenoble Rhone-Alpes, Perception Team, France Stefano Alletto     University of Modena and Reggio Emilia, Department of Engineering “Enzo Ferrari”, Modena, Italy Vasileios Argyriou     Kingston University, Faculty of Science, Engineering and Computing, Surrey, UK Claudio Baecchi     University of Florence, Firenze, Italy Lorenzo Baraldi     University of Modena and Reggio Emilia, Department of Engineering “Enzo Ferrari”, Modena, Italy Marco Bertini     University of Florence, Firenze, Italy Marc Bolaños University of Barcelona, Department of Mathematics and Computer Science, Barcelona, Spain Computer Vision Center, Barcelona, Spain Pierre Bour     Kingston University, Faculty of Science, Engineering and Computing, Surrey, UK Luca Brayda     Istituto Italiano di Tecnologia, RBCS, Genova, Italy Alessio Brutti     Center for Information Technology, Fondazione Bruno Kessler, Trento, Italy Laura Cabrera Quiros Delft University of Technology, Intelligent Systems, the Netherlands Instituto Tecnológico de Costa Rica, Electronic Engineering Department, Costa Rica Victor Campos     Barcelona Supercomputing Center, Barcelona, Catalonia, Spain Alejandro Cartas     University of Barcelona, Department of Mathematics and Computer Science, Barcelona, Spain Andrea Cavallaro     Centre for Intelligent Sensing, Queen Mary University London, London, UK Shih-Fu Chang     Columbia University, New York City, NY, USA Wen-Sheng Chu     Carnegie Mellon University, Pittsburgh, PA, USA Jeffrey F. Cohn     Department of Psychology, University of Pittsburgh, Pittsburgh, PA, USA Marcella Cornia     University of Modena and Reggio Emilia, Department of Engineering “Enzo Ferrari”, Modena, Italy Emile Cribelier     Kingston University, Faculty of Science, Engineering and Computing, Surrey, UK Rita Cucchiara     University of Modena and Reggio Emilia, Department of Engineering “Enzo Ferrari”, Modena, Italy Alberto Del Bimbo     University of Florence, Firenze, Italy Antoine Deleforge     Inria Nancy - Grand Est, Villers-lès-Nancy, France Eyal Dim     The University of Haifa, Israel Mariella Dimiccoli     University of Barcelona, Department of Mathematics and Computer Science, Barcelona, Spain Itir Onal Ertugrul     Robotics Institute, Carnegie Mellon University, Pittsburgh, PA, USA Anna Esposito     Università degli Studi della Campania L. Vanvitelli, Dipartimento di Psicologia, Caserta, Italy Andrea Ferracani     University of Florence, Firenze, Italy Sharon Gannot     Bar-Ilan University, Faculty of Engineering, Ramat-Gan, Israel Maite Garolera     Consorci Sanitari de Terrassa, Barcelona, Spain Ekin Gedik     Delft University of Technology, Intelligent Systems, the Netherlands Olga Gelonch     Consorci Sanitari de Terrassa, Barcelona, Spain Jeffrey M. Girard     Language Technology Institute, Carnegie Mellon University, Pittsburgh, PA, USA Laurent Girin Univ. Grenoble Alpes, CNRS, Grenoble-INP, GIPSA-Lab, Saint Martin d'Hères, France INRIA Grenoble Rhône-Alpes, Perception Group, Montbonnot-Saint-Martin, France Xavier Giro-i-Nieto Barcelona Supercomputing Center, Barcelona, Catalonia, Spain Universitat Politecnica de Catalunya, Barcelona, Catalonia, Spain Luca Giuliani Università degli Studi di Genova, DIBRIS, Genova, Italy Istituto Italiano di Tecnologia, RBCS, Genova, Italy Furkan Gürpinar     Bogaziçi University, Department of Computer Engineering, Bebek, Istanbul, Turkey Zakia Hammal     Robotics Institute, Carnegie Mellon University, Pittsburgh, PA, USA Hayley Hung Delft University of Technology, Intelligent Systems, the Netherlands CWI, Distributed and Interactive Systems, the Netherlands László A. Jeni     Robotics Institute, Carnegie Mellon University, Pittsburgh, PA, USA Kristiina Jokinen     AIST/AIRC, Tokyo, Japan Brendan Jou     Columbia University, New York City, NY, USA Heysem Kaya     Namik Kemal University, Department of Computer Engineering, Çorlu, Tekirdag, Turkey Walter Kellermann     Multimedia Communications and Signal Processing, Telecommunications Laboratory, University Erlangen-Nuremberg, Erlangen, Germany Tsvi Kuflik     The University of Haifa, Israel Xiaofei Li     INRIA Grenoble Rhône-Alpes, Perception Group, Montbonnot-Saint-Martin, France Nicoletta Noceti     Università degli Studi di Genova, DIBRIS, Genova, Italy Francesca Odone     Università degli Studi di Genova, DIBRIS, Genova, Italy Gabriel Oliveira-Barra     University of Barcelona, Department of Mathematics and Computer Science, Barcelona, Spain Marcello Pelillo European Centre for Living Technology, Venice, Italy DAIS, Venice, Italy Francesco Perrone     University of Glasgow, School of Computing Science, Glasgow, UK Emily Mower Provost     University of Michigan, Computer Science and Engineering, Ann Arbor, MI, USA Petia Radeva     University of Barcelona, Department of Mathematics and Computer Science, Barcelona, Spain Elisa Ricci University of Trento, Department of Information Engineering and Computer Science, Italy Fondazione Bruno Kessler, Technology of Vision, Italy Giorgio Roffo     University of Glasgow, School of Computing Science, Glasgow, UK Albert Ali Salah Bogaziçi University, Department of Computer Engineering, Bebek, Istanbul, Turkey Nagoya University, Future Value Creation Research Center (FV-CRC), Nagoya, Japan Alexander Schmidt     Multimedia Communications and Signal Processing, Telecommunications Laboratory, University Erlangen-Nuremberg, Erlangen, Germany Björn Schuller Imperial College London, Department of Computing, London, UK University of Augsburg, Chair of Embedded Intelligence for Health Care and Wellbeing, Augsburg, Germany Filomena Scibelli     Università degli Studi della Campania L. Vanvitelli, Dipartimento di Psicologia, Caserta, Italy Nicu Sebe     University of Trento, Department of Information Engineering and Computer Science, Italy Lorenzo Seidenari     University of Florence, Firenze, Italy Giuseppe Serra     University of Udine, Department of Mathematics, Computer Science and Physics, Udine, Italy Joan Sosa-Garciá     Università degli Studi di Genova, DIBRIS, Genova, Italy Estefania Talavera University of Barcelona, Department of Mathematics and Computer Science, Barcelona, Spain Computer Vision Center, Barcelona, Spain University of Groningen, Intelligent Systems Group, AG Groningen, the Netherlands Mohammad Tayarani     University of Glasgow, School of Computing Science, Glasgow, UK Qi Tian     The University of Texas at San Antonio, Department of Computer Science, San Antonio, TX, USA ...