Dictionary Learning for Deblurring and Digital Zoom - Florent Couzinie-Devy; Julien Mairal; Francis R. Bach; Jean Ponce (CoRR, 2011)

Learning to Estimate and Remove Non-uniform Image Blur. - Florent Couzinie-Devy; Jian Sun 009; Karteek Alahari; Jean Ponce (CVPR, 2013)

Multi-Source Domain Adaptation via supervised contrastive learning and confident consistency regularization. - Marin Scalbert; Florent Couzinié-Devy; Maria Vakalopoulou (BMVC, 2021)

Test-Time Image-to-Image Translation Ensembling Improves Out-of-Distribution Generalization in Histopathology. - Marin Scalbert; Maria Vakalopoulou; Florent Couzinié-Devy (MICCAI (2), 2022)

Improving Domain-Invariance in Self-Supervised Learning via Batch Styles Standardization. - Marin Scalbert; Maria Vakalopoulou; Florent Couzinié-Devy (CoRR, 2023)

Towards domain-invariant Self-Supervised Learning with Batch Styles Standardization. - Marin Scalbert; Maria Vakalopoulou; Florent Couzinie-Devy (ICLR, 2024)