4 papers
RAMEN: Resolution-Adjustable Multimodal Encoder for Earth Observation
Nicolas Houdré, Diego Marcos, Hugo Riffaud de Turckheim +4
Earth observation (EO) data spans a wide range of spatial, spectral, and temporal resolutions, from high-resolution optical imagery to low resolution multispectral products or rada…
Atomizer: Generalizing to new modalities by breaking satellite images down to a set of scalars
Hugo Riffaud de Turckheim, Sylvain Lobry, Roberto Interdonato +1
The growing number of Earth observation satellites has led to increasingly diverse remote sensing data, with varying spatial, spectral, and temporal configurations. Most existing m…
SAR Strikes Back: A New Hope for RSVQA
Lucrezia Tosato, Flora Weissgerber, Laurent Wendling +1
Remote Sensing Visual Question Answering (RSVQA) is a task that extracts information from satellite images to answer questions in natural language, aiding image interpretation. Whi…
Visual Question Answering on Multiple Remote Sensing Image Modalities
Hichem Boussaid, Lucrezia Tosato, Flora Weissgerber +3
The extraction of visual features is an essential step in Visual Question Answering (VQA). Building a good visual representation of the analyzed scene is indeed one of the essentia…