The Forge Detector and Sign Extractor is a Python-based application designed to extract signatures from documents, verify their authenticity, and detect forged signatures. This project uses advanced image processing techniques and machine learning algorithms to compare extracted signatures with originals, ensuring high accuracy in identifying forgery. The system is built with a user-friendly GUI for seamless interaction.