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Non-local means(NLM)is a powerful denoising algorithm that can protect texture effectively.However,the computational complexity of this method is so high that it is difficult to be widely applied in real-time systems.In this paper,we propose a fast NLM denoising algorithm which can product comparable or better result with less computation time than the traditional NLM methods.Some experimental results are provided to demonstrate the superiority of the proposed method.