The two major components of a cardiotocograph (CTG) are uterine contraction (UC) and fetal heart rate (FHR) signals. CTG has been widely used to monitor well-being in the past 50 years. guideline provided by National Institute Child Health Human Development (NICHD) classifies patterns into three categories (I, II, III) evaluating status fetus. However, manual interpretation is time-consuming su...