About Eye Associates Of New Mexico. Eye Associates Of New Mexico is a group practice with 15 locations. Currently, Eye Associates Of New Mexico specializes in Internal Medicine, Neurology, Ophthalmology, Optometry, Orthopedic Surgery, Other Specialty and Anesthesiologist with 48 physicians..