This paper explores anomaly detection algorithms
to detect vulnerabilities on Mississippi river levees using remotely
sensed Synthetic Aperture Radar (SAR) data. Earthen levees
protect large areas of populated and cultivated land in the United
States. One sign of potential levee failure is the occurrence of
landslides due to slope instabilities. Such slides could lead to
further erosion and through seepage during high water events.