This is not true. Many wrongfully convicted people are found to be "factually innocent" when their convictions are overturned. This is because after you are convicted the burden of proof to overturn the conviction switches, you are now presumed guilty, since you've been convicted beyond a reasonable doubt, and must prove your innocence. Some Supreme Court Justices even hold that being innocent isn't enough to get out of even the death penalty.