What Data are needed for Semantic Segmentation in Earth Observation? - Javiera Castillo-Navarro; Nicolas Audebert; Alexandre Boulch; Bertrand Le Saux; Sébastien Lefèvre (JURSE, 2019)

On Auxiliary Losses for Semi-Supervised Semantic Segmentation. - Javiera Castillo-Navarro; Bertrand Le Saux; Alexandre Boulch; Sébastien Lefèvre (MACLEAN@PKDD/ECML, 2020)

Classification and Generation of Earth Observation Images Using a Joint Energy-Based Model. - Javiera Castillo-Navarro; Bertrand Le Saux; Alexandre Boulch; Sébastien Lefèvre (IGARSS, 2021)

Semi-supervised semantic segmentation in Earth Observation: the MiniFrance suite, dataset analysis and multi-task network study. - Javiera Castillo-Navarro; Bertrand Le Saux; Alexandre Boulch; Nicolas Audebert; Sébastien Lefèvre (Mach. Learn., 2022)

Energy-Based Models in Earth Observation: From Generation to Semisupervised Learning. - Javiera Castillo-Navarro; Bertrand Le Saux; Alexandre Boulch; Sébastien Lefèvre (IEEE Trans. Geosci. Remote. Sens., 2022)

Apprentissage semi-supervisé pour la compréhension des données d'observation de la Terre à large-échelle. (Semi-supervised learning for large-scale Earth observation data understanding). - Javiera Castillo-Navarro (2022)

MiniFrance. - Javiera Castillo-Navarro; Bertrand Le Saux; Alexandre Boulch; Nicolas Audebert; Sébastien Lefèvre (IEEE DataPort, 2022)

Multi-task prompt-RSVQA to explicitly count objects on aerial images. - Christel Chappuis; Charlotte Sertic; Nicola Santacroce; Javiera Castillo Navarro; Sylvain Lobry; Bertrand Le Saux; Devis Tuia (BMVC Workshop, 2023)

Text as a Richer Source of Supervision in Semantic Segmentation Tasks. - Valérie Zermatten; Javiera Castillo Navarro; Lloyd Hughes; Tobias Kellenberger; Devis Tuia (IGARSS, 2023)

ConVQG: Contrastive Visual Question Generation with Multimodal Guidance. - Li Mi; Syrielle Montariol; Javiera Castillo Navarro; Xianjie Dai; Antoine Bosselut; Devis Tuia (AAAI, 2024)

ConGeo: Robust Cross-View Geo-Localization Across Ground View Variations. - Li Mi; Chang Xu; Javiera Castillo-Navarro; Syrielle Montariol; Wen Yang 001; Antoine Bosselut; Devis Tuia (ECCV (14), 2024)

Knowledge-Aware Visual Question Generation for Remote Sensing Images. - Siran Li; Li Mi; Javiera Castillo-Navarro; Devis Tuia (IGARSS, 2024)

Training Visual Language Models with Object Detection: Grounded Change Descriptions in Satellite Images. - João Luis Prado; Syrielle Montariol; Javiera Castillo-Navarro; Devis Tuia; Antoine Bosselut (IGARSS, 2024)

Land Cover Mapping From Multiple Complementary Experts Under Heavy Class Imbalance. - Valérie Zermatten; Xiaolong Lu; Javiera Castillo-Navarro; Tobias Kellenberger; Devis Tuia (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Knowledge-Aware Text-Image Retrieval for Remote Sensing Images. - Li Mi; Xianjie Dai; Javiera Castillo-Navarro; Devis Tuia (IEEE Trans. Geosci. Remote. Sens., 2024)

EcoWikiRS: Learning Ecological Representation of Satellite Images from Weak Supervision with Species Observations and Wikipedia. - Valérie Zermatten; Javiera Castillo-Navarro; Pallavi Jain 004; Devis Tuia; Diego Marcos (CVPR Workshops, 2025)

What to align in multimodal contrastive learning? - Benoit Dufumier; Javiera Castillo Navarro; Devis Tuia; Jean-Philippe Thiran (ICLR, 2025)