Robust and Decomposable Average Precision for Image Retrieval. - Elias Ramzi; Nicolas Thome; Clément Rambour; Nicolas Audebert; Xavier Bitot (NeurIPS, 2021)

Hierarchical Average Precision Training for Pertinent Image Retrieval. - Elias Ramzi; Nicolas Audebert; Nicolas Thome; Clément Rambour; Xavier Bitot (ECCV (14), 2022)

Hybrid Energy Based Model in the Feature Space for Out-of-Distribution Detection. - Marc Lafon; Elias Ramzi; Clément Rambour; Nicolas Thome (ICML, 2023)

GalLoP: Learning Global and Local Prompts for Vision-Language Models. - Marc Lafon; Elias Ramzi; Clément Rambour; Nicolas Audebert; Nicolas Thome (ECCV (61), 2024)

LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Foundation Models. - Amaia Cardiel; Eloi Zablocki; Oriane Siméoni; Elias Ramzi; Matthieu Cord (CoRR, 2024)

ITEM: Improving Training and Evaluation of Message-Passing based GNNs for top-k recommendation. - Yannis Karmim; Elias Ramzi; Raphaël Fournier-S'niehotta; Nicolas Thome (Trans. Mach. Learn. Res., 2024)

Recherche par image robuste par apprentissage profond. (Robust image retrieval with deep learning). - Elias Ramzi (2024)

LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Models for Referring Expression Comprehension. - Amaia Cardiel; Eloi Zablocki; Elias Ramzi; Oriane Siméoni; Matthieu Cord (ICLR, 2025)

VaViM and VaVAM: Autonomous Driving through Video Generative Modeling. - Florent Bartoccioni; Elias Ramzi; Victor Besnier; Shashanka Venkataramanan; Tuan-Hung Vu; Yihong Xu; Loïck Chambon; Spyros Gidaris; Serkan Odabas; David Hurych; Renaud Marlet; Alexandre Boulch; et al. (CoRR, 2025)

Optimization of Rank Losses for Image Retrieval. - Elias Ramzi; Nicolas Audebert; Clément Rambour; André Araújo 001; Xavier Bitot; Nicolas Thome (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning. - Shashanka Venkataramanan; Valentinos Pariza; Mohammadreza Salehi; Lukas Knobel; Spyros Gidaris; Elias Ramzi; Andrei Bursuc; Yuki M. Asano (CoRR, 2025)