Research

Topics: machine learning, deep learning, computer vision

Researcher at ISIR Lab, MLIA - Head of the Machine Learning for Robotics Team
Associate member at CEDRIC Lab, Vertigo Team
Steering committee member of GdR IASIS, in charge of Machine Learning Axis

Research group

Clément Rambour (assistant prof.)
Denis Coquenet (post-doc)
Emanuele Dalsasso (post-doc, ANR ASTRAL)
Students

2021- Marc Lafon (PhD), Uncertainty quantification with C. Rambour, ANR Diamelex. [ICML'23]
2021- Yannis Karmim (PhD), Dynamic graphs with R. Fournier, SMI grant.
2022- Paul Couairon (PhD), Generative models, CIFRE with Thales. [TMLR'24]
2023- Jérémie Stym-Popper (PhD), Multi-modal diagnosis with O. Bernard, ANR ORCHID.
2023- Zakariae El Asri (PhD), Hybrid control with O. Sigaud, EDITE grant.
2024- Salim Aissi (PhD), Language-driven planning with L. Soulier, O. Sigaud, PILLAR project.

Alumni:

2021-2024 Elias Ramzi (PhD) [ICML'23]-[ECCV'22]-[NeurIPS'21]
2020-2023 Loïc Themyr (PhD) [WACV'23]-[MLMI'22]-[MLMI'21], now Research Eng. at AZmed
2019-2022 Rémy Sun (PhD) [ICPR'22]-[ICCV'21], now post-doc at INRIA Massai
2019-2022 C. Corbière (PhD) [T-PAMI'21]-[NeurIPS'19], now post-doc at EPFL
2018-2021 V. Le Guen (PhD) [ICLR'21]-[NeurIPS'20]-[CVPR'20]-[NeurIPS'19], now researcher at EDF
2018-2021 O. Petit (PhD) [MLMI'21]-[CMIG'21]-[IJCARS'21], now Research Eng. at Quantmetry
2020-2021 Yannis Karmim (Research Eng.), ANR Deeplomatics, now PhD student at CEDRIC/Cnam
2019-2020 Laura Calem (Research Eng.), ANR Deeplomatics, now PhD student at CEDRIC/Cnam
2018-2019 Laura Calem (Research Eng.) with Ergonova, now PhD student at CEDRIC/Cnam
2017-2018 Olivier Petit (Research Eng.) with Visible Patient, now Research Eng. at valeo.ai
2016-2020 Rémi Cadène (PhD) [CVPR'19]-[SIGIR'18]-[ICCV'17], now Researcher at Tesla inc
2016-2019 Eloi Mehr (PhD) [ICCV'19]-[CVPR'18], now Research Eng. at Dassault System
2016-2019 Thomas Robert (PhD) [ECCV'18]-[ICIP'18], now Research Eng. at Heuritech
2016-2019 Hedi Ben-Younes (PhD) [CVPR'19]-[AAAI'19]-[ICCV'17], now Researcher at valeo.ai
2015-2018 Taylor Mordan (PhD) [NeurIPS'18]-[IJCV'18]-[BMVC'17]-[CVPR'17], now Post-Doc at EPFL
2015-2018 Michael Blot (PhD) [NeuroComp'18]-[ICIP'18]-[ICIP'16]
2015-2018 Micael Carvalho (PhD) [SIGIR'18]-[ICIP'16], now Research Scientist at Tesla
2013-2017 Thibaut Durand (PhD) [PAMI'18]-[CVPR'17]-[CVPR'16]-[ICCV'15], now Researcher at Borealis AI
2014-2017 Xin Wang (PhD) [PR'17]-[ICIP'16], now Research Eng. at Tecent (China)
2013-2016 Marion Chevalier (PhD) [PRL'18]-[ICIP'15], now Research Eng. at Probayes
2012-2015 Cédric Lebarz (PhD) [ICIP'15]-[wCVPR'15], now Research Eng. at Thales
2011-2015 Marc Law (PhD) [IJCV'17]-[CVPR'14]-[ICCV'13], now Post-Doc at Toronto
02-07 2014 Devinder Kumar (Research Eng.) [ICME'15], now PhD candidate at University of Waterloo
2010-2013 Christian Thériault (Post-Doc) [JSTSP'14]-[CVPR'13]-[TIP'13]-[ICIP'11]
2010-2013 Hanlin Goh (PhD) [TNNLS'14]-[NIPS'13]-[ECCV'12]-[ICIP'11], now Research Scient. at Apple
2010-2013 Sandra Avila (PhD) [CVIU'13]-[ICIP'13]-[ICIP'11], now Assitant Prof. at Unicamp (Brazil)
2011-2013 Jonathan Guyomard (Research Eng.) [ICIP'12]
2009-2012 Rodrigo Minetto (PhD) [CVIU'14]-[PR'13], now Assitant Prof. at Univerity of Parana (Brazil)

Projects

ORCHID (ANR 22-26), Automatic etiological diagnosis of cardiac diseases: SU coordinator
AHEAD (ANR 20-26), AI for Health, Physics, Transportation and Defense: Program coordinator
Diamelex (ANR 21-24), Diagnosis of melanoma by similarity learning: CEDRIC coordinator
PEPR SHARP (23-27), Sharp Theoretical and Algorithmic Principles for frugal ML: SU coordinator
PEPR TASE/HyMES (23-27), Hybrid modelling for multi-energy systems: SU member
PILLAR Robots (EU project 22-26), Increasing the autonomy of robots: SU member
ASTRAL (ANR ASTRID 21-24), Machine learning for SAR imagery: CEDRIC member

Former Projects:

Deeplomatics (ANR ASTRID 19-22), Deep learning for visual-acoustic detection: CEDRIC coordinator
MALESI (20-22), Machine Learning to Explain Security Incidents: CEDRIC/Vertigo PI
Deep in France (ANR 17-21), "Green" Deep Learning: LIP6 member
DeepVision (ANR 2015-2020 with Canada), Deep Learning for structured prediction: LIP6 member
VISIIR (ANR CONTINT 2013-2018), Eye-Driven, Weakly-Supervised Learning: Project coordinator
ASAP (ANR DEFIS 2010-2013), Learning deep archtectures for image classification
GEOPEUPLE (ANR Espace & Territoire 2010-2014) , Population evolution through old maps analysis
SCAPE (IP european project 2011-2014), Web archiving and semantic similarity
ITOWNS (ANR 2008-2011), Content-based image retrieval in high resolution street images
MERLION Project (Singapore)
Cassini: Objects detection in old maps (churches, mills, castles, etc)