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According to the user's daily movements during gait (Pedometer of Gait POG pedometer) detection, statistical machine learning methods compared with the traditional method, based on template matching has higher precision and efficiency. This paper proposes an improved Dynamic Template Wrapping (DTW) method based on template matching, which is verified on open source experimental data. The experimental results show that compared with the traditional template matching method and IsDTW statistical learning method, the proposed method not only has the relatively high accuracy (92%), the efficiency is better than the traditional method in a certain extent, to the practical application of more value.