SatelliteFormula couples a Swin Transformer image encoder with a symbolic regression decoder to generate expressions for indices such as NDVI and biomass from satellite imagery.
2020 State of the Octoverse: Securing the World's Software
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abstract
Open source is the connective tissue for much of the information economy. You would be hard-pressed to find a scenario where your data does not pass through at least one open source component. Many of the services and technology we all rely on, from banking to healthcare, also rely on open source software. The artifacts of open source code serve as critical i infrastructure for much of the global economy, making the security of open source software mission-critical to the world.
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SatelliteFormula: Multi-Modal Symbolic Regression from Remote Sensing Imagery for Physics Discovery
SatelliteFormula couples a Swin Transformer image encoder with a symbolic regression decoder to generate expressions for indices such as NDVI and biomass from satellite imagery.