Mixture Domain Adaptation to Improve Semantic Segmentation in Real-World Surveillance. - Sébastien Piérard; Anthony Cioppa; Anaïs Halin; Renaud Vandeghen; Maxime Zanella; Benoît Macq; Saïd Mahmoudi; Marc Van Droogenbroeck (WACV (Workshops), 2023)

Physically Interpretable Probabilistic Domain Characterization. - Anaïs Halin; Sébastien Piérard; Renaud Vandeghen; Benoît Gérin; Maxime Zanella; Martin Colot; Jan Held; Anthony Cioppa; Emmanuel Jean; Gianluca Bontempi; Saïd Mahmoudi; Benoît Macq; et al. (ACCV Workshops (1), 2024)

Low-Rank Few-Shot Adaptation of Vision-Language Models. - Maxime Zanella; Ismail Ben Ayed (CVPR Workshops, 2024)

On the Test-Time Zero-Shot Generalization of Vision-Language Models: Do we Really need Prompt Learning? - Maxime Zanella; Ismail Ben Ayed (CVPR, 2024)

Boosting Vision-Language Models for Histopathology Classification: Predict All at Once. - Maxime Zanella; Fereshteh Shakeri; Yunshi Huang; Houda Bahig; Ismail Ben Ayed (MedAGI@MICCAI, 2024)

Boosting Vision-Language Models with Transduction. - Maxime Zanella; Benoît Gérin; Ismail Ben Ayed (NeurIPS, 2024)

Online Gaussian Test-Time Adaptation of Vision-Language Models. - Clément Fuchs; Maxime Zanella; Christophe De Vleeschouwer (CVPR Workshops, 2025)

Vocabulary-free few-shot learning for vision-language models. - Maxime Zanella; Clément Fuchs; Ismail Ben Ayed; Christophe De Vleeschouwer (CVPR Workshops, 2025)

Realistic Test-Time Adaptation of Vision-Language Models. - Maxime Zanella; Clément Fuchs; Christophe De Vleeschouwer; Ismail Ben Ayed (CVPR, 2025)

Enhancing Remote Sensing Vision-Language Models for Zero-Shot Scene Classification. - Karim El Khoury; Maxime Zanella; Benoît Gérin; Tiffanie Godelaine; Benoît Macq; Saïd Mahmoudi; Christophe De Vleeschouwer; Ismail Ben Ayed (ICASSP, 2025)

Exploring Foundation Models Fine-Tuning for Cytology Classification. - Manon Dausort; Tiffanie Godelaine; Maxime Zanella; Karim El Khoury; Isabelle Salmon; Benoît Macq (ISBI, 2025)