Lucas Degeorge

Lucas Degeorge

PhD Student

Ecole polytechnique & Ecole des Ponts

I am a PhD student in Computer Vision at VISTA (Ecole polytechnique) and IMAGINE (Ecole des Ponts) labs, under the supervision of Vicky Kalogeiton and David Picard.

My main research interest lies in multi-modal generative models. I am currently working on text-to-image generation.

News

2025

2024

Publications

You can also find my work on Google Scholar.

2025

MIRO: MultI-Reward cOnditioned pretraining improves T2I quality and efficiency

MIRO: MultI-Reward cOnditioned pretraining improves T2I quality and efficiency

Nicolas Dufour , Lucas Degeorge , Arijit Ghosh , Vicky Kalogeiton , David Picard

arXiv preprint, 2025

How far can we go with ImageNet for text-to-image generation?

How far can we go with ImageNet for text-to-image generation?

Lucas Degeorge , Arijit Ghosh , Nicolas Dufour , David Picard , Vicky Kalogeiton

arXiv preprint, 2025

One-step Diffusion Models with Bregman Density Ratio Matching

One-step Diffusion Models with Bregman Density Ratio Matching

Yuanzhi Zhu , Eleftherios Tsonis , Lucas Degeorge , Vicky Kalogeiton

EurIPS 2025 Workshop on Principles of Generative Modeling (PriGM), 2025