Researchers

Prof. Hervé Bourlard

Director and Head of the Speech & Audio Processing Group

herve.bourlard[at]idiap.ch

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Prof. Hervé Bourlard is Director of the Idiap Research Institute, Full Professor at EPFL, and External Fellow (and member of the Board of Trustees) of the International Computer Science Institute (ICSI), Berkeley, CA (USA). He was also the founding Director of the National Center of Competence in Research (NCCR) on Interactive Multimodal Information Management (IM2, 2001-2013).

His current research interests mainly include statistical pattern classification, signal processing, multi-channel processing, artificial neural networks, and applied mathematics, with applications to a wide range of information and communication technologies, including spoken language processing, speech and speaker recognition, language modeling, multimodal interaction, augmented multi-party interaction, and distant group collaborative environments.

He is a Fellow of the IEEE and ISCA (International Speech Communication Association), a member of the ACM Europe Council, and elected member of the Swiss Academy of Engineering Sciences. He is the recipient of several prestigious scientific and entrepreneurship awards.

Prof. Daniel Gatica-Perez

Head of the Social Computing Group

daniel.gatica-perez[at]idiap.ch

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Prof. Daniel Gatica-Perez directs the Social Computing Group at Idiap and is Professeur Titulaire at EPFL, where he is a faculty member of the School of Engineering, the College of Humanities, and the Digital Humanities Institute.

His research integrates theories and methods from ubiquitous computing, social media, machine learning, and social sciences to understand human and social behavior in daily life and to create applications for social good. His current work includes mobile crowdsourcing in cities; large-scale analysis of mobile social media, smartphone data, and open data; and analysis of conversational behavior both face-to-face and online.

His research has been supported by the SNSF, CTI, EU, and multinational industry partners. He also works with cities and local organizations on social innovation projects.

 

Dr. François Fleuret

Head of the Machine Learning Group

francois.fleuret[at]idiap.ch

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Dr. François Fleuret got a PhD in Mathematics from INRIA and the University of Paris VI in 2000, and an Habilitation degree in Mathematics from the University of Paris XIII in 2006. He is group head at Idiap since 2007, and adjunct faculty at the École Polytechnique Fédérale de Lausanne since 2011, where he teaches machine learning.

He is Associate Editor of the IEEE Transactions on Pattern Analysis and Machine Intelligence since 2012, and area chair or in the program committee of many top-tier international conferences in machine learning and computer vision. He is member of the Electrical Engineering Doctoral Program Committee at EPFL.

His main research interest is machine learning with, a particular focus on computational aspects, small sample learning, and applications in computer vision.

Dr. Jean-Marc Odobez

Head of the Perception & Activity Understanding Group

jean-marc.odobez[at]idiap.ch

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Dr. Jean-Marc Odobez received his PhD from Rennes University/INRIA in 1994 and was, from 1996 to 2001, Assistant Professor at the University of Maine, France. He is now a Senior Researcher at Idiap and adjunct faculty at the École Polytechnique Fédérale de Lausanne (EPFL) where he is a member of the School of Engineering (STI).

He is the author or coauthor of more than 150 papers, and has been the principal investigator of more than 14 European and Swiss projects. He holds several patents in computer vision, and is the cofounder of the companies Klewel SA (www.klewel.ch) and Eyeware SA (http://www.eyeware.tech/) companies. He is a member of the IEEE, and Associate Editor of the IEEE Transaction on Circuits and Systems for Video Technology and of Machine Vision and Application journals.

 

Dr. Sylvain Calinon

Head of the Robot Learning & Interaction Group

sylvain.calinon[at]idiap.ch

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Dr. Sylvain Calinon has been a permanent researcher at Idiap since May 2014, with research interests covering robot learning and human-robot interaction.

His research focuses on human-centric robotic applications in which the robots can learn new skills by interacting with the end-users. The challenge is to acquire skills from only few demonstrations and interactions, with strong generalization requirements. This requires the development of intuitive active learning interfaces to acquire meaningful demonstrations, the development of models that can exploit the structure and geometry of the acquired data in an efficient way, and the development of adaptive control techniques that can exploit the learned task's variations and coordination patterns.

Dr. Philip N. Garner

Speech & Audio Processing Group

phil.garner[at]idiap.ch

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Dr. Philip N. Garner received an M.Eng. Degree in Electronic Engineering from the University of Southampton, (UK) in 1991, and his Ph.D. (by publication) from the University of East Anglia, (UK) in 2012.

As of April 2007, he is a senior research scientist at Idiap continuing his work in the research and development of speech recognition, synthesis and signal processing. He also holds a lecturing position at EPFL.
He is a Senior Member of the IEEE, has published internationally in conference proceedings, patent, journal and book form and has served as coordinating editor of ISO/IEC 15938-4 (MPEG-7 Audio). He is the author of several patents.

 

Dr. David Ginsbourger

Head of the Uncertainty Quantification and Optimal Design Group

david.ginsbourger[at]idiap.ch

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PD Dr. David Ginsbourger is the Head of the Uncertainty Quantification and Optimal Design Group. He is also dozent in the Institute of Mathematical Statistics and Actuarial Science of the Department of Mathematics and Statistics, University of Bern.

His main research interests are in stochastic modelling, global optimization and inversion algorithms. With a core expertise in Gaussian process methods and adaptive design of computer experiments, his group is currently involved in collaborations with peers from the fields of statistics, hydrology, climate sciences, mechanical engineering and many more.

Dr. James Henderson

Head of the Natural Language Understanding Group

james.henderson[at]idiap.ch

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Dr James Henderson is the Head of the Natural Language Understanding group, since joining Idiap in September 2017. He is also "Chargé de cours" at the University of Geneva, where he teaches AI and is a member of the CLCL group. He received his PhD from the University of Pennsylvania.

His research is in Natural Language Processing and Machine Learning, covering a wide range of topics but focusing on deep learning architectures for natural language understanding tasks. He did pioneering work on deep learning for structured prediction in natural language processing, and has extensive experience in spoken dialog systems. His current research interests focus on deep learning methods for discovering representations of meaning in natural language, including representations of semantic abstraction and their application to large scale opinion summarization.

 

Dr. Michael Liebling

Head of the Computational Bioimaging Group

michael.liebling[at]idiap.ch

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Dr. Michael Liebling leads the Computational Bioimaging Group at Idiap. He is also affiliated with the University of California Santa Barbara, where he served as Associate Professor until 2017. He received his PhD (Dr.ès sc.) from EPFL in 2004.

His research interests are biological image acquisition, reconstruction, processing, and analysis. More specifically, he focuses on developing novel microscopy instrumentation combined with computational tools to quantify dynamic biological systems. Tools developed in his lab have enabled dynamic, multi-modal, and in vivo cellular imaging during embryonic heart morphogenesis.

Dr. Mathew Magimai-Doss

Speech & Audio Processing Group

mathew.magimaidoss[at]idiap.ch

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Dr. Mathew Magimai Doss has been a senior researcher within the Speech and Audio Processing Group since 2007. He has also been a lecturer at EPFL since 2010. He was awarded a PhD (Dr.ès sc.) in Electrical and Electronics Engineering from EPFL in 2005. He has published more than 90 papers in peer-reviewed journals and a range of conference papers.

He is the co-founder of AudioSearch SARL, an Idiap spin-off created in 2010. His research interests are speech and audio processing, signal processing, statistical pattern recognition, and artificial neural networks.

 

Dr. Sébastien Marcel

Head of the Biometrics Security and Privacy Group

sebastien.marcel[at]idiap.ch

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Dr. Sébastien Marcel is Head of the Biometrics Security and Privacy Group. He is also Director of the Swiss Center for Biometrics Research and Testing. In 2010, he was appointed Visiting Associate Professor at the University of Cagliari (IT). He is also a lecturer at the Ecole Polytechnique Fédérale de Lausanne (EPFL). He received his Ph.D. in Signal Processing from the Université de Rennes I (France) in 2000.

He is currently interested in pattern recognition and machine learning with a focus on biometric security ie. face, voice, and vein recognition and the detection of presentation attacks (anti-spoofing). He is currently Associate Editor of the IEEE Signal Processing Letters. He has been Associate Editor of IEEE Transaction on Information Forensics and Security (TIFS), and was co-Editor of the "Handbook of Biometric Anti-Spoofing",and Guest Editor of an IEEE TIFS Special Issue on "Biometric Spoofing and Countermeasures" and of the IEEE Signal Processing Magazine Special Issue on "Biometric Security and Privacy".

He has been the principal investigator of EU FP7 research projects including MOBIO, TABULA RASA and BEAT. His recent research has been supported by the SNSF, CTI, and EU, and by Norway, DARPA/IARPA and the industry (including Safran Morpho, and Google).

Dr. Petr Motlicek

Speech & Audio Processing Group

petr.motlicek[at]idiap.ch

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Dr. Petr Motlicek has been a research scientist within the Speech and Audio Processing Group since 2005. He also holds a position as an external teacher at Brno University of Technology's Faculty of Information Technology, (Czech Republic). He received his PhD degree in Electrical Engineering and Computer Science from Brno University of Technology. His scientific work was in part carried out at Oregon Graduate Institute and at the Ecole Superieure d'Ingenieurs en Electrotechnique et Electronique (France).

His research activities are oriented around audio and speech processing technologies (voice coding and recognition, and speaker recognition), conversation analysis and machine learning. Many of designed applications are developed in collaboration with security/government (LEA) bodies in Switzerland, or at the EU level. He has significantly contributed to Kaldi- open-source software developed for speech and speaker recognition tasks, with many new libraries for signal processing being provided by Idiap.