This 24 month randomized research study will evaluate whether doxycycline can 1) slow the deterioration or improve retinal function and/or 2) induce regression, or slow progression, of diabetic retinopathy in participants over 18 years of age with type 1 or type 2 diabetes with severe non-proliferative or early proliferative diabetic retinopathy.