Faculty of Computer Science and Information Technology of Malaya Lumpur;
Department of Computer Science Zakariya University;
Department of Computer Science Institute of Business Administration University;
Signature forgery detection; offline signature verification; deep learning; image augmentation; generative adversarial networks;