Author

Gabriele Facciolo

ENS Paris-Saclay

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Preprint Jul 2026

Efficient Neural-Network-Based High-Resolution Radiative Transfer for CO___ Retrieval, and Application to Interferometric Sensing

A feedforward multilayer perceptron (MLP) surrogate designed to accurately and efficiently predict top-of-atmosphere radiances in the CO2 weak band is proposed, using a combined mean absolute error (MAE) loss on radiances and RT Jacobians to preserve both spectral accuracy and sensitivity to geophysical parameters.

Jordan Lontsi Tedongmo, Y. Ferrec, Laurence Croizé et al. · 0 citations

Jul 2026

Robust RPC Bundle Adjustment for Multi-Date Satellite Imagery with Season-Invariant Correspondences

This work proposes an appearance-aware RPC refinement pipeline that combines learned local feature matching for season-invariant correspondences with global image descriptors for selecting visually compatible image pairs, which reduces redundant and error-prone matching while preserving the connectivity of the matching...

Roger Marí, El'ias Masquil, Xavier Bou et al. · arXiv.org · 0 citations

Jul 2026

SeasonStereo: Robust Dense Stereo Matching for Multi-Date Satellite Imagery via Generative AI

SeasonStereo is proposed, a scalable framework that addresses disparity estimation from diachronic satellite images by training on synthetic image pairs with controlled seasonal appearance variation, while leveraging zero-shot geometric priors from foundation models.

Álvaro Díaz-Laureano, Roger Mar'i, El'ias Masquil et al. · arXiv.org · 0 citations