An embodiment that relates to a method for detecting a fetus genitalia in an ultrasound image, having excluding regions from the ultrasound image, wherein the regions do not contain any feature of the fetus genitalia identifying points of interest (POIs) from remaining regions of the ultrasound image detecting the fetus genitalia from the POIs.