Author

Victor Nascimento Ribeiro

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Preprint Aug 2026

Precipitation Downscaling Using Foundation Model-Conditioned Diffusion

Results indicate that cross-attention conditioning offers advantages over simple concatenation for probabilistic precipitation downscaling, and that pre-trained foundation model representations may offer benefits in data-limited settings.

Victor Nascimento Ribeiro, Jorge Guevara, J. Moraga et al. · 0 citations

Open access 2026

Frequency-Conditioned GAN for Remote Sensing Image Super-Resolution

FC-GAN is built, a frequency-conditioned model that adapts frequency separation techniques to remote sensing data and extends the standard frequency-domain evaluation framework from the meteorological downscaling literature to assess spectral fidelity using the radially averaged power spectral density and log-spectral...

Victor Nascimento Ribeiro, Jorge Guevara, D. Szwarcman et al. · IEEE Geoscience and Remote S... · 0 citations