Huang was born in Xi'an, though his ancestral hometown was in Hebei. He joined the army at age 16, and enrolled in in 1975. Huang entered Xi'an Film Studio after graduation, evolving from editor, script holder, assistant director to vice director. After training at Beijing Film Academy in 1983, he was elevated to director. He is now the manager of 4th production company of China Film Corporation.