This review summarizes the use of polymer nanomicelles for ocular drug delivery from 2014 to 2023, highlighting their ability to enhance drug solubility, corneal penetration, and sustained release. These nanocarriers show promise in treating conditions such as fungal/bacterial infections, dry eye, glaucoma, and macular degeneration, but only a few formulations have reached clinical use. Key challenges include stability, drug loading, toxicity, and regulatory hurdles that must be addressed for clinical translation.