8K UHD video, with its remarkable resolution and quality, has found applications in diverse domains, including entertainment, education, healthcare, security, and sports. Nevertheless, the demands it imposes on data, computation, and video coding quality are substantial. Video coding, the process of compressing and decompressing video data for efficient storage and transmission, faces