SIAM Fellow; Emeritus Director of Research at LAAS-CNRS in Toulouse (France), past chair-holder (and current PI member) of  the Artificial and Natural Intelligence Toulouse Institute - ANITI Institute, and Associate Faculty at the Toulouse School of Economics (TSE) and the Institute of Mathematics of Toulouse (IMT), France. Recipient of the 2021 joint INRIA-Academy-of-Sciences Grand Prize, the 2015 John von Neumann Theory Prize of the INFORMS Society and 2015 Khachiyan Prize of the Optimization Society of INFORMS, the 2009 Lagrange prize in Continuous Optimization (jointly by SIAM and the Mathematical Optimization Society). Invited speaker at the International Congress of Mathematicians (ICM 2018, in Rio-de-Janeiro, Brasil).

Fellow of IEEE, SPIE, and OPTICA; IEEE Signal Processing Society Distinguished Lecturer; Head of the Bioimage Analysis unit and director of the institut Carnot Pasteur Microbes et Santé, France; Chair of the Cell Biology and Infection Department (2010-2014) and CTO and Director of the Center for Innovation and Technological Research (2015-2018), Institut Pasteur, France; Former Chair of the IEEE SPS Bio Imaging and Signal Processing Technical Committee (BISP-TC).Fellow of IEEE, SPIE, and OPTICA; IEEE Signal Processing Society Distinguished Lecturer; Head of the Bioimage Analysis unit and director of the institut Carnot Pasteur Microbes et Santé, France; Chair of the Cell Biology and Infection Department (2010-2014) and CTO and Director of the Center for Innovation and Technological Research (2015-2018), Institut Pasteur, France; Former Chair of the IEEE SPS Bio Imaging and Signal Processing Technical Committee (BISP-TC).

IEEE Fellow; EURASIP Fellow; Distinguished Professor at CentraleSupélec, the graduate school of Engineering and System Sciences of University Paris-Saclay; Director of the Center for Visual Computing and Founder of the OPIS Inria group; Honorary senior member of the Institut Universitaire de France; Technical chairman of the IEEE ICASSP conference (Philadelphia) in 2005 and technical chairman of the IEEE ICIP conference (Bordeaux) in 2022.

Fellow and Former President of International Speech Communication Association (ISCA); Former President of the Association Francophone de la Communication Parle; Vice-president of Avignon University from 2008 to 2015; Professor of computer science (exceptional class) at LIA, the computer science laboratory of Avignon University; Director of the LIA from 2016 to 2020; Avignon University chair in Artificial Intelligence "LIAvignon", focused on "Speaker, Voice and Speech".

IEEE Life Fellow; IAMBE Fellow; AIMBE Fellow; EAMBES Fellow; Emeritus Research Director of the French National Institute of Health and Medical Research (INSERM), Professor at the University of Rennes 1, France, Professor at Southeast University, China, and Adjunct Professor at the New Jersey Institute of Technology, USA.

IEEE Fellow; IAPR Fellow; Founding Editor-in-Chief of the EURASIP journal on Image and Video Processing (SpringerOpen); Professor with the Department of Digital Security, EURECOM, Sophia Antipolis, France

IEEE Fellow; IAPR Fellow; AFIA Fellow; EurAI Fellow; Vice-president of the Lorraine Academy of Sciences and Member of the Royal Academy of Belgium; Emeritus Professor in Computer Science at the University of Lorraine, Nancy, France; Former Chairman of ASTI, the French federation of associations for information processing; Recipient of the silver medal from the French Acoustical Society (SFA) in 1995; Recipient of an Honorary Doctorate from the University of Geneva, Switzerland; Commander of the French Palmes Académiques.

Member of the US National Academy of Sciences; Member of the American Academy of Arts and Sciences; Member of the French Academy of Sciences; Member of the German National Academy of Sciences Leopoldina; Member of the Italian National Lincean Academy; Member of the the Royal Swedish Academy of Sciences; Member of the Royal Academy of Science, Letters and Fine Arts of Belgium; Member of the Hungarian Academy of Sciences; Member of Academia Europaea; Member of the European Academy of Sciences; Member of the US National Academy of Medicine; Emeritus Professor of Neuroscience at the Institut Pasteur and Professor in the chair of Cellular Communications at the Collège de France and Honorary President of the Neuroscience Department at Institut Pasteur, International Faculty at the Kavli Institute for Brain & Mind, University of California at San Diego.

IEEE Life Fellow; NAI Fellow; AAAS Fellow; OSA Fellow; APS Fellow; Fellow of the Electro Chemical Society; Fellow of the Institute of Physics; Foreign member of the Royal Academy of Science, Letters and Fine Arts of Belgium; Gregory E. Stillman Emeritus Professor in the Department of Electrical and Computer Engineering, Research Professor in the Nick Holonyak Jr. Micro and Nanotechnology Laboratory, University of Illinois Urbana-Champaign, USA; "Chevalier dans l'Ordre des Palmes Académiques“ (Knight in the Order of Academic Palms, France).

Member of the Academia Europaea; IEEE Fellow; ELLIS Fellow; Professor in the Department of Computer Science, Ecole Normale Superieure, Paris, France; Global Distinguished Professor at the Courant Institute, New York University, USA; Associated Director of the PR[AI]RIE AI Cluster in Paris and co-founder and CEO of Enhance Lab, a startup commercializing software for super-resolution and high dynamic range imaging from raw image bursts; fomer Sr. Editor-in-Chief of the International Journal of Computer Vision; General Chair of CVPR 1997, CVPR 2000, ECCV 2008, and ICCV 2023; Recipient of an ERC advanced grant, the 2016 and 2020 IEEE CVPR Longuet-Higgins prizes, and the 2019 ICML test-of-time award.

IEEE Fellow; AAAS Fellow; IET Fellow; Fellow of the Washington Academy of Sciences; Member of IEEE Eta-Kappa Nu (IEEE Honor Society); Computer scientist at the US National Institute of Standards and Technology (NIST)

Fellow of the International College of Dentists; Fellow of the America College of Dentists; Fellow of the Pierre Fauchard Academy; Fellow of the American Association of Hospital Dentists; Clinical Professor and Director of Division of Oral Radiology, Co-Director of Division of Artificial Intelligence Research, Department of Oncology and Diagnostic Sciences, University of Maryland School of Dentistry, USA; Director of Education of the International Association of Dento-Maxillofacial Radiologists.

IEEE Fellow; William L. Root Collegiate Professor in the Department of Electrical Engineering and Computer Science, Professor in the Department of Biomedical Engineering and the Department of Radiology, the University of Michigan, USA; Recipient of the Francois Erbsmann Award in 1993, Edward Hoffman Medical Imaging Scientist Award in 2013, IEEE EMBS Technical Achievement Award in 2016, the Steven S. Attwood Award in 2023; Associate Editor for SIAM Journal on Imaging Sciences and Senior Associate Editor for T-CI.

IEEE Fellow; AAAS Fellow; SDPS Fellow; IETI Distinguished Fellow; President and Chair Professor of Bioinformatics and Medical Engineering with Asia University, Taiwan; Emeritus Professor at University of Illinois at Chicago; Co-Editor-in-Chief of the International Journal on Artificial Intelligence Tools.

ACM Fellow; IET Fellow; Member of Academia Europaea; Fellow of The Royal Academy of Engineering; Fellow of The City and Guilds of London Institute; Chartered Fellow of The British Computer Society; Professor of Distributed Computing at Imperial College London

Fellow of the Web Intelligence Academy (WIA); Senior Research Scientist at the Florida Institute for Human and Machine Cognition (IHMC), USA; Former Chair of ACM SIGART (now SIGAI); Former Chair of the RIACS Science Council for NASA Ames Research Center; Former advisor to the HCI and Visualization program at the German Research Center for Artificial Intelligence (DFKI); Former member of the Board on Global Science and Technology for the National Academies of Science, and the National Research Council (NRC) Committee on Emerging Cognitive Neuroscience Research; Recipient of the Boeing Achievement Award for Outstanding Performance in 1999 and Web Intelligence Consortium Outstanding Contributions Award in 2011.

Guggenheim Foundation Fellow; Fellow of the National Academy of Inventors (NAI); Fellow of the American Association for the Advancement of Science (AAAS); Fellow of the Association for Computing Machinery (ACM); Fellow of the Institute of Electrical and Electronics Engineers (IEEE); National Science Foundation Presidential Young Investigator; Fulbright Scholar; IBM Faculty Development Awardee; 17th Chancellor and Distinguished Professor Emeritus of Computer Science at the University of Mississippi; Adjunct Professor of Computer Science at Tulane University; faculty research and leadership positions held at the University of Kansas and at Texas A&M, Purdue, Duke, and Brown Universities.