Creating realistic, animated 3D models from video footage has been a longstanding challenge in the field of computer graphics due to the complexity of human movement and the subtleties of appearance under varying conditions. Traditionally, this process has relied on costly and labor-intensive techniques such as multi-camera setups and detailed