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Author

Valentine Bellet

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Open access Sep 2026

Enhancing Photogrammetric Digital Surface Models with Pretrained Diffusion Models and Multimodal Conditioning

A modified Stable Diffusion 3 architecture with a pruned text stream and a patch-wise normalization strategy is introduced, enabling stable training on LiDAR data and transfer from natural images to elevation maps, demonstrating that multimodal conditioning improves elevation accuracy.

Antoine Lorentz, Stéphane May, Valentine Bellet et al. · 0 citations
Open access Aug 2026

Building a unified elevation data analysis tool in the frame of the CO3D mission

Abstract. The CO3D mission, launched in July 2025, aims to reconstruct the Earth’s continental surfaces in 3D. Assessing the quality of the resulting digital surface model requires an inter elevation data comparison tool, leading CNES to collaborate with the GlacioHack collective and join the governance of their open-s...

Valentine Bellet, R. Hugonnet, Amaury Dehecq et al. · 0 citations

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