Sparse + smooth decomposition models for multi-temporal SAR images. - Sylvain Lobry; Loïc Denis; Florence Tupin (MultiTemp, 2015)

A decomposition model for scatterers change detection in multi-temporal series of SAR images. - Sylvain Lobry; Florence Tupin; Loïc Denis (IGARSS, 2016)

Multitemporal SAR Image Decomposition into Strong Scatterers, Background, and Speckle. - Sylvain Lobry; Loïc Denis; Florence Tupin (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016)

Double MRF for water classification in SAR images by joint detection and reflectivity estimation. - Sylvain Lobry; Loïc Denis; Florence Tupin; Roger Fjørtoft (IGARSS, 2017)

Unsupervised detection of thin water surfaces in SWOT images based on segment detection and connection. - Sylvain Lobry; Florence Tupin; Roger Fjørtoft (IGARSS, 2017)

Urban area change detection based on generalized likelihood ratio test. - Weiying Zhao; Sylvain Lobry; Henri Maître; Jean-Marie Nicolas 002; Florence Tupin (MultiTemp, 2017)

Modèles Markoviens pour les images SAR : application à la détection de l'eau dans les images satellitaires SWOT et analyse multi-temporelle de zones urbaines. (Markovian models for SAR images : application to water detection in SWOT satellite images and multi-temporal analysis of urban areas). - Sylvain Lobry (2017)

Correcting Misaligned Rural Building Annotations in Open Street Map Using Convolutional Neural Networks Evidence. - John E. Vargas-Munoz; Diego Marcos; Sylvain Lobry; Jefersson A. dos Santos; Alexandre X. Falcão; Devis Tuia (IGARSS, 2018)

Scale equivariance in CNNs with vector fields. - Diego Marcos; Benjamin Kellenberger; Sylvain Lobry; Devis Tuia (CoRR, 2018)

Semantically Interpretable Activation Maps: what-where-how explanations within CNNs. - Diego Marcos; Sylvain Lobry; Devis Tuia (ICCV Workshops, 2019)

Visual Question Answering From Remote Sensing Images. - Sylvain Lobry; Jesse Murray; Diego Marcos; Devis Tuia (IGARSS, 2019)

Deep Learning Models to Count Buildings in High-Resolution Overhead Images. - Sylvain Lobry; Devis Tuia (JURSE, 2019)

Correcting rural building annotations in OpenStreetMap using convolutional neural networks. - John E. Vargas-Muñoz; Sylvain Lobry; Alexandre X. Falcão; Devis Tuia (CoRR, 2019)

Pushing the right boundaries matters! Wasserstein Adversarial Training for Label Noise. - Bharath Bhushan Damodaran; Kilian Fatras; Sylvain Lobry; Rémi Flamary; Devis Tuia; Nicolas Courty (CoRR, 2019)

Water Detection in SWOT HR Images Based on Multiple Markov Random Fields. - Sylvain Lobry; Loïc Denis; Brent Williams; Roger Fjørtoft; Florence Tupin (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Half a Percent of Labels is Enough: Efficient Animal Detection in UAV Imagery Using Deep CNNs and Active Learning. - Benjamin Kellenberger; Diego Marcos; Sylvain Lobry; Devis Tuia (IEEE Trans. Geosci. Remote. Sens., 2019)

Contextual Semantic Interpretability. - Diego Marcos; Ruth Fong; Sylvain Lobry; Rémi Flamary; Nicolas Courty; Devis Tuia (ACCV (4), 2020)

Learning Multi-Label Aerial Image Classification Under Label Noise: A Regularization Approach Using Word Embeddings. - Yuansheng Hua; Sylvain Lobry; Lichao Mou; Devis Tuia; Xiao Xiang Zhu 001 (IGARSS, 2020)

Interpretable Scenicness from Sentinel-2 Imagery. - Alex Levering; Diego Marcos; Sylvain Lobry; Devis Tuia (IGARSS, 2020)

Fine-grained landuse characterization using ground-based pictures: a deep learning solution based on globally available data. - Shivangi Srivastava; John E. Vargas-Munoz; Sylvain Lobry; Devis Tuia (Int. J. Geogr. Inf. Sci., 2020)

RSVQA: Visual Question Answering for Remote Sensing Data. - Sylvain Lobry; Diego Marcos; Jesse Murray; Devis Tuia (IEEE Trans. Geosci. Remote. Sens., 2020)

RSVQA Meets Bigearthnet: A New, Large-Scale, Visual Question Answering Dataset for Remote Sensing. - Sylvain Lobry; Begüm Demir; Devis Tuia (IGARSS, 2021)

How to find a good image-text embedding for remote sensing visual question answering? - Christel Chappuis; Sylvain Lobry; Benjamin Kellenberger; Bertrand Le Saux; Devis Tuia (MACLEAN@PKDD/ECML, 2021)

RSVQAxBEN. - Sylvain Lobry; Begüm Demir; Devis Tuia (Zenodo, 2021)

RSVQAxBEN. - Sylvain Lobry; Begüm Demir; Devis Tuia (Zenodo, 2021)

Prompt-RSVQA: Prompting visual context to a language model for Remote Sensing Visual Question Answering. - Christel Chappuis; Valérie Zermatten; Sylvain Lobry; Bertrand Le Saux; Devis Tuia (CVPR Workshops, 2022)

Embedding Spatial Relations in Visual Question Answering for Remote Sensing. - Maxime Faure; Sylvain Lobry; Camille Kurtz; Laurent Wendling (ICPR, 2022)

Language Transformers for Remote Sensing Visual Question Answering. - Christel Chappuis; Vincent Mendez; Eliot Walt; Sylvain Lobry; Bertrand Le Saux; Devis Tuia (IGARSS, 2022)

Wasserstein Adversarial Regularization for Learning With Label Noise. - Kilian Fatras; Bharath Bhushan Damodaran; Sylvain Lobry; Rémi Flamary; Devis Tuia; Nicolas Courty (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Remote Sensing VQA - Low Resolution (RSVQA LR). - Sylvain Lobry; Diego Marcos; Jesse Murray; Devis Tuia (Zenodo, 2022)

Remote Sensing VQA - High Resolution (RSVQA HR). - Sylvain Lobry; Diego Marcos; Jesse Murray; Devis Tuia (Zenodo, 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)

An a contrario approach for plant disease detection. - Rebecca Leygonie; Sylvain Lobry; Laurent Wendling (BMVC Workshop, 2023)

Transforming Multidimensional Data into Images to Overcome the Curse of Dimensionality. - Rebecca Leygonie; Sylvain Lobry; Guillaume Vimont; Laurent Wendling (ICIP, 2023)

Automatic Simulation of SAR Images: Comparing a Deep-Learning Based Method to a Hybrid Method. - Nathan Letheule; Flora Weissgerber; Sylvain Lobry; Elise Colin (IGARSS, 2023)

Seasonal semi-supervised domain adaptation for linking population studies and Local Climate Zones. - Basile Rousse; Sylvain Lobry; Géraldine Duthé; Valérie Golaz; Laurent Wendling (JURSE, 2023)

Deep learning for classification of noisy QR codes. - Rebecca Leygonie; Sylvain Lobry; Laurent Wendling (CoRR, 2023)

The curse of language biases in remote sensing VQA: the role of spatial attributes, language diversity, and the need for clear evaluation. - Christel Chappuis; Eliot Walt; Vincent Mendez; Sylvain Lobry; Bertrand Le Saux; Devis Tuia (CoRR, 2023)

Segmentation-Guided Attention for Visual Question Answering from Remote Sensing Images. - Lucrezia Tosato; Hichem Boussaid; Flora Weissgerber; Camille Kurtz; Laurent Wendling; Sylvain Lobry (IGARSS, 2024)

Can we detect plant diseases without prior knowledge of their existence? - Rebecca Leygonie; Sylvain Lobry; Laurent Wendling (Int. J. Appl. Earth Obs. Geoinformation, 2024)

Can SAR improve RSVQA performance? - Lucrezia Tosato; Sylvain Lobry; Flora Weissgerber; Laurent Wendling (CoRR, 2024)

An LLM Agent for Automatic Geospatial Data Analysis. - Yuxing Chen; Weijie Wang; Sylvain Lobry; Camille Kurtz (CoRR, 2024)

Domain Adaptation for Mapping LCZs in Sub-Saharan Africa With Remote Sensing: A Comprehensive Approach to Health Data Analysis. - Basile Rousse; Sylvain Lobry; Géraldine Duthé; Valérie Golaz; Laurent Wendling (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Visual Question Answering on Multiple Remote Sensing Image Modalities. - Hichem Boussaid; Lucrezia Tosato; Flora Weissgerber; Camille Kurtz; Laurent Wendling; Sylvain Lobry (CVPR Workshops, 2025)

PAN-RSVQA: Vision Foundation Models as Pseudo-ANnotators for Remote Sensing Visual Question Answering. - Christel Chappuis; Gencer Sümbül; Syrielle Montariol; Sylvain Lobry; Devis Tuia (CVPR Workshops, 2025)

Représentation des poids d'auto-attention sous forme de graphe pour l'évaluation des Transformers. - Rebecca Leygonie; Sylvain Lobry; Laurent Wendling (EGC, 2025)

LLM-Driven Data Augmentation for Visual Question Answering. - Hichem Boussaid; Nayoung Kwon; Camille Kurtz; Laurent Wendling; Sylvain Lobry (JURSE, 2025)

Evaluating Transformers Learning by Representing Self-Attention Weights as a Graph. - Rebecca Leygonie; Sylvain Lobry; Laurent Wendling (VISIGRAPP (1): GRAPP, HUCAPP, IVAPP, 2025)

ProMM-RS: Exploring Probabilistic Learning for Multi-Modal Remote Sensing Image Representations. - Nicolas Houdré; Diego Marcos; Dino Ienco; Laurent Wendling; Camille Kurtz; Sylvain Lobry (WACV (Workshops), 2025)

SAR Strikes Back: A New Hope for RSVQA. - Lucrezia Tosato; Sylvain Lobry; Flora Weissgerber; Laurent Wendling (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

Atomizer: Generalizing to new modalities by breaking satellite images down to a set of scalars. - Hugo Riffaud de Turckheim; Sylvain Lobry; Roberto Interdonato; Diego Marcos (CoRR, 2025)

Checkmate: interpretable and explainable RSVQA is the endgame. - Lucrezia Tosato; Christel Chappuis; Syrielle Montariol; Flora Weissgerber; Sylvain Lobry; Devis Tuia (CoRR, 2025)