All the Riders except the very last one are obtained via Ragnarok Mode, you have to come across them in the levels ; and since most levels have multiple paths, you won't get everyone the first time.

After getting 100% on Heroes Mode, Play Arcade mode as any character. During gameplay, if he appears at any match, defeat him to get him after credits rolls. Then on any mode (Except for Heroes mode), ...