Background Assisted reproductive technologies have been proven to be associated with the increased risk of pregnancy complications such as gestational hypertension and neonatal disorders, which may have negative effects on offspring’s health. However, there is insufficient evidence to evaluate the intellectual performance of children born after ART.Research aim: To evaluate the intellectual performance of children born after in vitro fertilization (IVF) or intracytoplasmic sperm injection (ICSI).Methods This was a prospective cohort study performed at at the Center for Reproductive Medicine, Shandong University. Children conceived by artificial insemination with donor sperm (AID) were enrolled as controls. Age and sex of children, maternal age, family income and education of parent and caregiver were used for propensity score matching in a ratio of 2:1. The total population consisted of 639 singletons aged 6–14 years old (426 in IVF/ICSI group, and 213 in AID group). Wechsler Intelligence Scale for Children Fourth Edition (WISC-IV) Questionnaire was used for the evaluation of intellectual performance. Generalized estimating equation was performed to compare the WISC-IV scores between two groups.Results The total IQ scores, the verbal comprehension Index (VCI) and the perceptual reasoning Index (PRI) were all comparable between IVF/ICSI and AID group. But scores of the block design and digit span were both lower in IVF/ICSI group [block design: 12.6 ± 4.4 vs. 13.6 ± 6.5, adjustedβ(95%CI): -1.13 (-2.17, -0.08); digit span: 11.2 ± 3.5 vs. 12.2 ± 4.2, adjustedβ(95%CI): -1.07 (-1.75, -0.39)]. The results of subgroup analysis showed that the score of digit span were lower in both fresh embryo transfer(fresh ET) and frozen embryo transfer(frozen ET) group compared with AID group[fresh ET: adjustedβ(95%CI): -0.97 (-1.69, -0.24); frozen ET: -1.30 (-2.12, -0.49)], and the score of block design, matrix reasoning, coding were significantly lower in frozen ET group. The score of digit span were lower in both IVF and ICSI group[IVF: adjustedβ(95%CI): -1.15 (-1.87, -0.43); ICSI: -0.97 (-1.83, -0.11)], and the score of block design, matrix reasoning were significantly lower in IVF group.Conclusions Children born after IVF/ICSI have similar FSIQ scores compared with offsprings conceived by AID, but had a poor performance on block design and digit span. These conclusions still need to be confirmed in naturally conceived children.Trial registration N/A.