Video evidence plays a critical role in modern investigations across law enforcement, security operations, insurance claims, and legal proceedings. However, raw video footage captured from CCTV cameras, mobile devices, or body-worn cameras often contains distortions that make interpretation difficult. Issues such as motion blur, compression artifacts, poor lighting, and unstable recording conditions frequently limit clarity.…