Diane Larlus
Computer Vision & Machine Learning Research Scientist
Profile
About Me
Researcher at Naver Labs Europe and MIAI Grenoble
Principal research scientist at Naver Labs Europe.
Head of the 'lifelong representation learning' chair, within the MIAI AI research institute of Grenoble.
Research on instance-level, semantic, cross-modal, and multimodal visual search.
Contributions in self-supervised learning, lifelong learning, continual domain adaptation, and neural rendering for complex scenes.
Projects
Sunset in the mountains
NeuralDiff @3DV21

Neural rendering as a way to segment out even seldomly moving objects in egocentric videos. Collaboration with VGG, Oxford. 3DV 2021

Sunset in the mountains
CoG @ICCV21

A concept generalization benchmark for visual representations, named ImageNet-CoG. Collaboration with Inria. ICCV 2021

Sunset in the mountains
PCME @CVPR21

Learning Probabilistic Embedding for Cross-Modal Retrieval (PCME). Collaboration with Naver AI, CLOVA. CVPR 2021

Sunset in the mountains
Continual DA @CVPR21

Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning. CVPR 2021 (oral).

Sunset in the mountains
MoCHi @NeurIPS20

Hard Negative Mixing for Contrastive Learning. NeurIPS 2020.

Sunset in the mountains
ICMLM @ECCV20

Image Conditioned Masked Language Modeling as a proxy task to learn visual representations from scratch from captioned images. ECCV 2020.


Older projects

News

2022

  • Paper accepted at CVPR22: On the Road to Online Adaptation for Semantic Image Segmentation
  • 2 papers accepted at ICLR22
    • ARTEMIS: Attention-based Retrieval with Text-Explicit Matching and Implicit Similarity [paper]
    • Learning Super-Features for Image Retrieval [paper,code]
  • Co-organizing the Wiki-M3L workshop at ICLR22
  • Area Chair for CVPR22

2021

2020

More

Recent talks
  
Jan 2022   Invited talk at KUIS AI Meetings - Towards Semantic Understanding in Egocentric Videos
Jun 2021   Invited talk at the Women in Computer Vision (WiCV) Workshop at CVPR21 - Lifelong visual representation learning [Video]
May 2021 Invited talk at the ANITI research institute (scientific seminar) - Learning from weak supervision and mitigating catastrophic forgetting
Oct 2020 Keynote Speaker for MIAI Days - Lifelong visual representation learning
Aug 2020 Invited talk at the ILR Workshop at ECCV20 - From Instance-Level to Semantic Image Retrieval [Video]
Nov 2019 Invited talk at the SOLARIS Workshop - Self-supervised learning for category-level geometry estimation
Apr 2019 Invited talk at the StatLearn 19 conference - Learning Image Representations for Efficient Visual Search
Nov 2018 Invited speaker, AI and Vision session at SophIA Summit - Visual Search
Jul 2018 Lecture at the PRAIRIE Artificial Intelligence summer school (PAISS) [slides] - Visual Search
Older: see CV
Teaching
  
Jan 2022   Guest lecture on Visual Search - Posts and Telecommunications Institute of Technology (PTIT), Vietnam
2021/2022   Comprendre des données visuelles à grande échelle - ENSIMAG, Grenoble
May 2021   Guest lecture on Visual Search - Hanoi University of Science and Technology (HUST), Vietnam
2020/2021   Comprendre des données visuelles à grande échelle - ENSIMAG, Grenoble
2020 Découvrir l’IA par le jeu (Discover AI with games, a 2 day training session for high school teachers) - Maison pour la Science Alpes-Dauphiné
Nov 2019   Lecture on Visual Search as part of the ‘Deep Learning’ course for the MVA master - ENS Paris
2019/2020   Comprendre des données visuelles à grande échelle - ENSIMAG, Grenoble
Feb 2019 Lecture on Visual Search as part of the ‘Deep Learning in Practice’ course for the MVA master - ENS Paris
2018/2019 Comprendre des données visuelles à grande échelle - ENSIMAG, Grenoble
July 2018 Lecture on Visual Search at the PRAIRIE Artificial Intelligence summer school (PAISS 2018) [slides]
Older: see CV