What actual task are you performing that requires you to generate a high-resolution photo of a face given a low-resolution photo of a face? If it’s just for fun, then sure, bias may not matter by definition. But if it’s used to make decisions that have real consequences for people’s lives, then it sounds like a really bad idea no matter what the training set is.