Background Eye-tracking to evaluate gaze patterns is effective screening and assessment tool for children with Autism Spectrum Disorder (ASD). Gazefinder, one of eye-tracking devices is can be easily and quickly used. Few studies have investigated whether Gazefinder can be applied to infants under 12 months of age, and then we examined the feasibility of this device in this age group aiming at applications to periodic health checkups for early identification of ASD in the future. Methods We conducted a prospective observational study from April 2019 to March 2020 that included infants between 4 and 11 months of age who underwent a periodic health checkup in Ohchi County, Shimane, Japan. Data on participants’ sex, age, gestational age, birth weight, and Japanese Developmental Quotient (DQ; the Enjoji Scale) were collected. We presented nine patterns of short movies, and measuring the gaze data, fixation time percentages, and patterns. Results Infants who fulfilled the inclusion criteria were recruited, and 93 gaze datapoints were analyzed. The mean age was 6.5 months and mean DQ was 88%. Subjects were divided into four groups by age: 4-5, 6-7, 8-9, and 10-11 months. The mean fixation time percentage of all sequences was 81.0% (standard deviation; 4.4), and there was no significant difference in each group. Infants in all groups showed a significantly higher predilection for eyes than for mouths. There was a positive association of age with human gaze and a negative association with geometric gaze. Moreover, we confirmed that joint attention skills were enhanced in accordance with their growth process. Conclusions The eye-tracking data were almost corresponding to previous studies and Gazefinder could be applied to infants starting at 4 months of age. For ASD screening in early infancy, more researches are needed.