Recent Publications

PLOP: Learning without Forgetting for Continual Semantic Segmentation

arXiv Preprint
November 2020
Continual Semantic Segmentation with Local POD, a multi-scale distillation scheme preserving long- and short-range spatial relationships at feature level, and an uncertainty-based pseudo-labeling handling background shift.
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Insights from the Future for Continual Learning

arXiv Preprint
June 2020
Instead of optimizing the past and current tasks, we train a model to be good on all tasks, future included. The incorporation of future tasks with ZeroShot allows us to gain insights useful to minimize interference with old and …
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PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning

ECCV 2020
We apply a novel distillation loss over all ConvNet’s intermediary features maps to reduce Catastrophic Forgetting in a large amount of small tasks.
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Projects

Continuum

A PyTorch library providing loaders for Continual Learning

Inclearn

Collection of Continual Learning paper implementations

Talks

Continual Learning   PDF
November 2020  ·   Extrality
PODNet: Small Task Incremental Learning   PDF   Video
August 2020  ·   ECCV
Small Task Incremental Learning   PDF   Video
May 2020  ·   ContinualAI
Incremental Learning   PDF
June 2019  ·   Sorbonne / Heuritech
Lowshots learning   PDF
August 2018  ·   Dataiku
NATO Innovation Challenge   URL   Blog Post
May 2018  ·   École Militaire
Object Detection with Deep Learning   PDF
April 2018  ·   Dataiku
State of the FoodTech in France
January 2018  ·   AgroParisTech

Teaching

Deep Learning
Fall 2019 - ...  ·   EPITA  ·   Lecturer
Deep Learning for Computer Vision   URL
Fall 2019 - ...  ·   Sorbonne University  ·   Teacher Assistant
Deep Learning for Computer Vision
Fall 2018  ·   EPITA  ·   Teacher Assistant
C Programming
Fall 2017  ·   EPITA  ·   Teacher Assistant
Unix / Shell / Algorithm theory
Fall 2017  ·   EPITA  ·   Teacher Assistant
Java Programming
Spring 2017  ·   EPITA  ·   Teacher Assistant
SQL (Postgres) Programming
Spring 2017  ·   EPITA  ·   Teacher Assistant
Web Programming & Project Management
Spring 2017  ·   EPITA  ·   Teacher Assistant
C++ Programming
Spring 2017  ·   EPITA  ·   Teacher Assistant