Another thread made me wonder about this.
I very rarely give up on a book that I've started with but it is usually the case that if I hate it at the start I carry on hating it all the way.
The only exception I can think of is Raymond Chandler's "The Big Sleep" which I was forced to read for a book club. I nearly gave up on it several times but had to concede that it is actually well worth reading.