Research

Topics: machine learning, deep learning, computer vision

Researcher at CEDRIC Lab, Vertigo Team - Head of the AHEAD doctoral program in AI
Associate member at LIP6 Lab, MLIA Team
Steering committee member of GdR ISIS, in charge of Machine Learning Axis

Research group

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

2020- Laura Calem (PhD), Forecasting in autonomous driving, valeo.ai.
2020- Loic Themyr (PhD), 3D US image segmentation, AHEAD with IRCAD. [MLMI'21]
2021- Elias Ramzi (PhD), Image retrieval, AHEAD with SWORD. [NeurIPS'21]
2021- Yannis Karmim (PhD), Graph-NN with R. Fournier, SMI grant.
2021- Marc Lafon (PhD), Uncertainty in active learning, ANR Diamelex.

Students (as secondary supervisor)

2019- Rémy Sun (PhD), Life-long learning, at LIP6 with M. Cord. [wNeurIPS'20]
2020- A. Redjimi (PhD), Panoptic segmentation, at CEA with M. Chaouch, F. Chabot, M. Crucianu.
2021- W. Ndzimbong (PhD), Medical image registration, at IRCAD with T. Collins.

Alumni:

2019-2022 C. Corbière (PhD) [T-PAMI'21]-[NeurIPS'19]
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 valeo.ai
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

AHEAD (ANR 20-25), AI for Health, Physics, Transportation and Defense: Program coordinator
Diamelex (ANR 21-25), Diagnosis of melanoma by similarity learning: CEDRIC coordinator
POESY (ANR JCJC 21-24), Probabilistic weather prediction with AI & physics: CEDRIC coordinator
ASTRAL (ANR ASTRID 21-24), Machine learning for SAR imagery: CEDRIC member
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

Former Projects:

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)