Water resources are a vital component of our planet's ecosystem, sustaining life and driving economic activities. Accurately mapping these resources leverages the power of Geographic Information Systems (GIS) and remote sensing technology to provide comprehensive understanding. Remote sensing satellites and aerial platforms acquire vast amounts of