E-Book, Englisch, 498 Seiten
Alameda-Pineda / Ricci / Sebe Multimodal Behavior Analysis in the Wild
1. Auflage 2018
ISBN: 978-0-12-814602-6
Verlag: Elsevier Science & Techn.
Format: EPUB
Kopierschutz: 6 - ePub Watermark
Advances and Challenges
E-Book, Englisch, 498 Seiten
Reihe: Computer Vision and Pattern Recognition
ISBN: 978-0-12-814602-6
Verlag: Elsevier Science & Techn.
Format: EPUB
Kopierschutz: 6 - ePub Watermark
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.
Weitere Infos & Material
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
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