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This paper evaluates two soft/fuzzy supervised classification algorithms for coral reef mapping using Landsat-8 satellite images. The work is unique in its nature, since it introduces for the first time supervised soft pixel classifiers for coral reef mapping. A comparison was made between the fuzzy maximum likelihood (FML) and a supervised version of the fuzzy c-means (FCM) with traditional hard...