In this paper, a new pose-robust and light-invariant face and eyes localization method using integral projection of adaptive probability is proposed for multiview face recognition. First, an automatic preprocessing method is proposed to balance brightness and color of original image. Then an unsupervised multi-component skin model is established to obtain the adaptive skin probability. Finally the integral projection of adaptive probability is used to realize the postrobust face localization. Experiment results show that the effectiveness of proposed method.