My research focuses on deep scene understanding from 2D images or 3D data, with an emphasis on vision in complex lighting and weather. In Inria RITS team, I lead a computer vision group with ongoing subjects on unsupervised domain adaptation, physics-driven learning, GANs, 3D reconstruction, segmentation, vision in adverse weather, etc. Most researches are applied to vision for outdoor vision and autonomous driving.
In the past I’ve worked in Centre for Robotics of Mines ParisTech [2008-2012] (France), in the Ilim Team of the Robotics Institute at Carnegie Mellon Uni.  (USA) and at Uni. of Makedonia  (Greece).
Talk on “Going beyond 3D to estimate scene geometry and semantics” at University Laval (06/14).
We’re organizing a workshop on Weakly Supervised Computer Vision at the Deep Learning Indaba 2022.
Will give a talk at “30 minutes de sciences” (06/02 @1:45pm) Hybrid (streaming here).
New post-doc positions opened (3D Transformer, weak-supervised learning, etc.).
Will give a talk at CVPR Workshop Vision for all Seasons (06/20).
Cross-modal learning for DA accepted in PAMI.
I obtained my HDR on ‘Vision for scene understanding’. Video will be added.
I will be Associate Editor of IROS 2022.
Giving a talk on ‘Learning 3D with less data’ at Automotive connection’21.
Our 3D Semantic Scene Completion survey is accepted at IJCV
Awarded outstanding reviewer for CVPR 21
Several papers/journals soon onine, and new recruitments open (2 interns, 1 PhD). Stay tuned.
I got an ANR young researcher grant (JCJC) for SIGHT (Hiring PhD/PostDoc)
LMSCNet code is out. New code(s) coming up.
RGB-D-E tracking code is out on GitHub
1 paper at ISMAR, congrats Etienne and the whole québecois crew
New accepted paper in IJCV !
1 paper at ECCV’20
xMUDA code is out. New papers out soon.
Gabriel Faivre and Di Ai are joining the group as interns.
Welcoming Etienne Dubeau and Mathieu Garon from LVSN group in Laval, Quebec for 2 months in our group.
Got 1 paper at WACV’20. A few others confs/journals under review.
Our new weather-augmented dataset (inc. rain+fog+depth) is out.
Fabio Pizzati (PhD) and Pranav Agarwal (intern) recently joined the group.
Our paper got accepted at ICCV’19 !
Giving a talk at Uni. Laval, Quebec
1 paper accepted at ITSC’19
Visiting Jean-François Lalonde and his group 1 week at Uni. Laval, Quebec
Popularization talk for visiting undergrads, at Inria
Giving a series of talks in schools on Artificial Intelligence
New PhD student, F. Pizzati, in collaboration with Vislab on Domain Adaptation
Lecture on machine learning for high school teachers
Teaching a master class on Computer Vision at Mines ParisTech
Welcoming Jean-François Lalonde from Uni. Laval (Canada) in our team for 1 week.
My PhD student M. Jaritz is doing 5 months visit at USCD, in Su Lab. Enjoy.
One paper accepted at 3DV’18
A couple of interviews with media about artificial intelligence and autonomous driving.
Papers accepted at ICRA’18 and IPIN’18
One new T-ITS journal paper and 1 arXiv preprint
Giving 1 week master class at USB (Venezuela) on Computer vision for Autonomous Driving. Thanks Gerardo Fernandez for the invit
Giving a talk at Adomik, Paris
Computer Vision group
- Luis Roldão
PhDFine 3D reconstruction of points cloudsnow at Gaussin, France
- Pranav Agarwal
BSnow at MILA, Québec3D reconstruction with deep learning
- Di Ai
MScfrom MS AIMove, France
- Maximilian Jaritz
PhDnow at Amazon Robotics, GermanyDeep learning fusion for heterogeneous multi-sensor vision
- Gabriel Faivre
MScfrom Ecole Polytechnique, France3D point cloud completion
- Pierre de Beaucorps
Post-docDeep reinforcement learningnow co-founder of Avacar
- Pierre Bourré
Eng’19now co-founder of Avacar
- KV Manohar
BS’19from IIIT Guwahati, India3D completion networks
- Shirsendu Halder
BS’19now at Carnegie Mellon Uni., USAComputer Vision in degraded weather conditions(co-supervision J-F. Lalonde)
- Sule Kahraman
BS’17from M.I.T., USAInfluence of Fog on Computer Vision Algorithms
- Ziyang Hong
MS’17now at Edinburgh Centre of Robotics, ScotlandDeep learning object recognition frameworks
- Aitor Gomez Torres
MS’17from INSIA, SpainRain and computer vision
- Rafael Colmenares
MS’17from Uni. Simon Bolivar, VenezuelaSpatio-temporal graph based energy minimization for road segmentation
- Pablo Marin
PhD intern’16from Uni. Carlos III de Madrid, Spain
- Alexis Meyer
MS’16from Telecom Sud Paris, FranceMonocular Ego Velocity Estimation, Research report
- Kenneth J. M. Torres
MS’16from Uni. del Turabo, Puerto Rico
Check also my Google Scholar for more items.
Fundings & Grants
- Grant ANR JCJC: Vision through Weather (SIGHT). 2020-2024
- PhD funding Vislab Ambarella. 2019-2021
- Grant Samuel de Champlain with Jean-Francois Lalonde, from Univ. Laval, Quebec, canada on “Computer Vision in complex conditions”. 2018-2022
- PhD funding Valeo AI / Valeo. 2017-2020
- PhD funding Akka Research. 2017-2020
- French National Research Project. ANR Campus. 2018-2020
- FUI project PACV2x. 2017-2020