3 papers
cs.LG2026
LunarFM: A Shared Multimodal Representation of the Moon's Surface
Marc Girona-Mata, Jakob Gawlikowski, Sumit Goski +6
The renewed global focus on lunar exploration, driven by the prospect of in-situ resource utilization and a sustained human presence on the Moon, has created growing demand for acc…
cs.CV2024
Large Scale Masked Autoencoding for Reducing Label Requirements on SAR Data
Matt Allen, Francisco Dorr, Joseph A. Gallego-Mejia +4
Satellite-based remote sensing is instrumental in the monitoring and mitigation of the effects of anthropogenic climate change. Large scale, high resolution data derived from these…
cs.LG2024
Kernel Density Matrices for Probabilistic Deep Learning
Fabio A. González, Raúl Ramos-Pollán, Joseph A. Gallego-Mejia
This paper introduces a novel approach to probabilistic deep learning, kernel density matrices, which provide a simpler yet effective mechanism for representing joint probability d…