Instead of shooting himself, why didn’t Hitler disguise himself and escape from Germany at the end of the war?

It seems to me that he could have shaved his head and famous moustache and blended in with the population quite easily. Would there have been a way he could then have escaped and survived the war? I’m not someone who believes he did do this by the way, I’m just asking why he didn’t do it.