A Study of Test-time Contrastive Concepts for Open-world, Open-vocabulary Semantic Segmentation. - Monika Wysoczanska; Antonín Vobecký; Amaia Cardiel; Tomasz Trzcinski; Renaud Marlet; Andrei Bursuc; Oriane Siméoni (CoRR, 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)

GIFT: A Framework for Global Interpretable Faithful Textual Explanations of Vision Classifiers. - Éloi Zablocki; Valentin Gerard; Amaia Cardiel; Éric Gaussier; Matthieu Cord; Eduardo Valle (CoRR, 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)

Test-time Contrastive Concepts for Open-world Semantic Segmentation with Vision-Language Models. - Monika Wysoczanska; Antonín Vobecký; Amaia Cardiel; Tomasz Trzcinski; Renaud Marlet; Andrei Bursuc; Oriane Siméoni (Trans. Mach. Learn. Res., 2025)