5 papers
ABM: Alignment-Aware Bridge Matching for Image-to-Image Translation
Aimi Okabayashi, Georges Le Bellier, Nicolas Audebert +3
Paired image-to-image translation underpins a wide range of computer vision tasks, including image editing, sensor translation, and domain adaptation. Bridge matching and flow matc…
FlowEO: Generative Unsupervised Domain Adaptation for Earth Observation
Georges Le Bellier, Nicolas Audebert
The increasing availability of Earth observation data offers unprecedented opportunities for large-scale environmental monitoring and analysis. However, these datasets are inherent…
Cross-sensor self-supervised training and alignment for remote sensing
Valerio Marsocci, Nicolas Audebert
Large-scale ''foundation models'' have gained traction as a way to leverage the vast amounts of unlabeled remote sensing data collected every day. However, due to the multiplicity…
PANGAEA: A Global and Inclusive Benchmark for Geospatial Foundation Models
Valerio Marsocci, Yuru Jia, Georges Le Bellier +12
Geospatial Foundation Models (GFMs) have emerged as powerful tools for extracting representations from Earth observation data, but their evaluation remains inconsistent and narrow.…
3DSES: an indoor Lidar point cloud segmentation dataset with real and pseudo-labels from a 3D model
Maxime Mérizette, Nicolas Audebert, Pierre Kervella +1
Semantic segmentation of indoor point clouds has found various applications in the creation of digital twins for robotics, navigation and building information modeling (BIM). Howev…