Don’t feel guilty. That is just another method the yetzer hara uses to bring down a person – guilt for guilt’s sake is never good.
Rather, having sincere charata and avoiding that stuff is the best way to go. You can never really forget what you watched/saw/read but you can do other things to counteract it such as learn something every day or read hashkafically valuable material.