Mirza Waleed

BAM: A physics-informed self-supervised framework for near-real-time wildfire burned area mapping from multi-source earth observation

The operational monitoring of global wildfires is frequently constrained by the delayed availability of reliable reference labels, the latency of standard surface reflectance products, and spectral confusion between charred biomass and naturally dark surfaces. These limitations a...

A cloud-based Geo-AI framework for automated high-resolution flood mapping with explainable machine learning

Rapid flood mapping is critical for emergency response, but operational workflows often depend on manual training-label generation and have limited multisource integration and interpretability. Here we present a hybrid cloud-local geospatial artificial intelligence (Geo-AI) frame...