This assignment describes a project on implementing Sobel edge detection using a Field Programmable Gate Array (FPGA). It covers the project's motivation, technical aspects like pre-processing, Sobel edge detection, feature extraction, and recognition. The assignment also discusses the applied engineering knowledge, accomplishments, challenges faced during material procurement and funding, and the team's plan for creative and innovative work. A review of the project's successful completion, focusing on its architecture's advantages over software-based implementations, is provided.