This review summarizes the development and potential of polymer nanomicelle-based ocular drug delivery systems from 2014 to 2023. It concludes that while these systems can enhance solubility and delivery, their clinical application is limited by challenges related to biocompatibility, scalability, and regulatory hurdles.