Abstract Prevention and control of myopia is the key to delaying its occurrence and progression. Understanding the causes of myopia and its related mechanisms is conducive to better prevention and control. The acceleration of urbanization and increased time in indoor environments have become significant factors for the lack of highfrequency visual information, which constitutes new etiological considerations. Therefore, the study focuses on the research progress on the association between highfrequency visual information and myopia in different scene environments, and further explores the etiology of insufficient highfrequency visual information in myopia from the perspectives of contrast sensitivity, ON-OFF visual pathways, and gene expression, so as to provide reference for carrying out targeted myopia prevention and control measures in different scenarios.