The goal of the Identification of Signature Counterfeits project is to address the urgent problem of fraudulent signature replication in response to the current state of the digital world and the demands for secure authentication techniques. Robust verification procedures are needed since handwritten signatures are crucial in a variety of applications. It is crucial to confirm that a signature comes from the person who intended it to. Because of all the variations, there is very little chance that two signatures are exactly the same, even if they are created by the same person. The fluctuation of several signature traits makes the process of detecting forgeries more difficult. As such, identifying forged signatures is a significant difficulty for authentication procedures.