Background: With the advances in current technology, hand gesture recognition has gained considerable attention. It been extended to recognize more distinctive movements, such as a signature, human-computer interaction (HCI) which enables computer identify person non-contact acquisition environment. This application is known in-air signature recognition. To our knowl...