This study investigated seasonal and sex-based differences in psychological responses and area-of-interest (AOI)-based visual attention, as well as the associations between these variables, using images of the same forest-healing landscape captured in summer and autumn. A total of 40 adults (20 males and 20 females) participated in an eye-tracking experiment combined with psychological assessments, including the Perceived Restorativeness Scale (PRS-11) and semantic differential (SD) evaluations.