Abstract: Highlights•Fuzzy classification approaches to map EU habitats on coastal dunes are tested.•EUNIS is more appropriate than Habitats Directive system for habitat mapping.•Fuzzy maps of EUNIS habitats reach an overall accuracy of 90 %.•Fuzzy maps are more realistic representations of dune vegetation than crisp ones.•Random Forests perform better than the other fuzzy classifiers tested.
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