The theory of tensor has gained significant attentions and has been applied in many fields such as computer vision, clustering, quantum mechanics at el. due to its capability to extract essential information from high-order complex dataset. In this paper, we introduce the definition of regular Tucker decomposition for high order tensors, and use the Tensor QR method to compute a regular Tucker decomposition.