Confused about the Dark Knight ending?

Why, again, did Batman want to take the blame for the 5 dead officers/civilians and refuse to have the blame pinned on the Joker or have it all buried under the rug (I do understand why he didn't want to blame Harvey Dent)? It would all make sense if the Joker was blamed and Dent and Batman were heroes.