A computing device may detect roundabouts and other road features from probe data including probe heading information. The computing device may model the probe data as vector points in vector fields and perform vector field fitting on a subset of the probe data vectors to identify circulation in the vector fields. The computing device uses the circulation in the vector fields to detect the location of a roundabout or other road feature.