The eye positions are very important landmarks in face recognitionIn this paper a fast hierarchical based algorithm is proposed to locate eyes from face imagesThis new algorithm involves three main stepsFirst,MER(minimum extremal region)is introduced here to locate eye roughlyThen,a three layer filter is applied to rule out false detections step by stepFinally,an accurate eye locating method is used to adjust the eye locations preciselyThis algorithm has good results in CAS PEAL,JAFFE and our own face databaseTherefore,it is considered to be an effective method