Ocular migraines are non-permanent, visual disturbances that can have an effect on either one or both of your eyes. Such migraines are usually painless and will sometimes lead to blindness in one eye for a short time usually less than an hour. It is a rare problem, and researchers suggest that its symptoms will manifest as a result of other issues.