This study includes (a) dimensionality reduction of the hyperspectral data, (b)
seagrass extraction using LEGION and four other methods, and (c) analysis and evaluation
ofthe results in an experiment involving two test sites at Tampa Bay, Florida. The
results demonstrated that the methodology has the potential to provide timely seagrass
coverage information for coastal zone management at greatly increased efficiency.