Abstract: This paper proposed a new algorithm based on subspace model for robust multiview face tracking under complex environment. It combines the offline face models and online selflearning models. The paper also presented new selfadaptive particle filter algorithm to track face. The experiments demonstrate that this algorithm can handle multiview and multiscale face tracking steadily in complex environment.