SignBot: An Automated Robot with Efficient Net Model for Signature Creation
M Nagapriya, PULIPATI MAHESH BABU -, G M Swathi, Thanga Tamizhan R · 2023
Because of their ease of use and one-of-a-kind character, handwritten signatures are one of the first forms of biometric verification and remain one of the most popular methods utilized in administrative and financial organizations. Authentication mechanisms have also progressed alongside the development of technology. These days, handwritten signatures are used extensively for a wide variety of reasons, including those that require individual validation in various forms, it is exceedingly difficult for the authorized person to sign a large number of papers at once or to sign when he is not physically present at the location. In this research, we presented a SignBot, which will draw the person's signature when verification from the appropriate authorities has been completed. In addition to this, the detection of the signature is performed with the use of an EfficientNet Model (ENM). Comparison and analysis were performed on the acquired human and robot sketching trajectories. Our model provided a greater performance compared to the previous model when it was evaluated alongside the model that was already in use.