Huazhen Zhou

Topology-preserving river vectorization via HydroSAM and differentiable graph optimization under coarse labels

Accurate river-network extraction supports global hydrological management and environmental monitoring. Automated extraction from remote-sensing imagery remains challenging because river morphology is highly variable, fine tributaries have weak visual signals, canopy and infrastr...