Actual innocence means the person did not commit the crime, regardless of technicalities, and that no reasonable trier of fact would have found the defendant guilty.
Then after landing in prison that person who pled guilty regrets taking the plea; sometimes after finding themselves living in a concentrated environment of dangerous or psychotic men or women and wanting out.