This article discusses the recent growth of AI-based vision applications, such as video surveillance and self-driving vehicles, and the importance of AI-enabled computational photography and machine vision in these applications. The Special Issue aims to provide information on the progress of AI in these areas and invites researchers to submit manuscripts on related topics. Topics of interest include smart camera systems, intelligent edge applications, and more.