SAR (Synthetic Aperture Radar) Image Analysis involves the interpretation and processing of radar images to extract information about the Earth's surface. It is crucial for applications in environmental monitoring, military surveillance, and disaster management due to its ability to operate in all weather conditions and during both day and night.