Can HIV infection occur from splash exposure of conjunctiva with HIV infected blood?

Yes. Research suggests that the risk of HIV infection in this way is extremely small. A very small number of people - usually in a healthcare setting - have become infected with HIV as a result of blood splashes in the eye.