TopoFlow embeds topography and wind into a vision transformer via attention and patch reordering, cutting PM2.5 RMSE to 9.71 μg/m³ and beating operational systems by 71-80%.
Validation and Calibration of CAMS PM2.5 Forecasts Using In Situ PM2.5 Measurements in China and United States.Remote Sensing, 12(22):3813
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TopoFlow: Topography-aware Pollutant Flow Learning for High-Resolution Air Quality Prediction
TopoFlow embeds topography and wind into a vision transformer via attention and patch reordering, cutting PM2.5 RMSE to 9.71 μg/m³ and beating operational systems by 71-80%.