Eye cancer is among the rarest forms of cancer with an incidence of 5 per million adults. It includes several rare types of cancers that begin in various areas of your eye - including eyeball and the structures surrounding the eyeball. And as with most types of cancer, an early diagnosis is key to effective treatment and increased survival rate.