Coastal regions are vulnerable ecosystems where monitoring soil salinity and vegetation coverage dynamics is critical for environmental management and conservation. This study introduces a multisensor data fusion approach, integrating Sentinel-1 synthetic aperture radar (SAR) and Sentinel-2 multispectral imagery with advanced machine learning techniques, specifically a convolutional neural network (CNN) based classification model. This approach enables the precise mapping of coastal salt-affected soil and vegetati…