Texture feature of texture image is described by image energy. Wavelet transform is studied for image retrieval based on the texture image energy distributed in different components. An ensemble retrieval method is proposed, based on multiple methods fusion due to certain limitation of a single method. To improve the image retrieval accuracy, the main information of the image is highlighted by increasing the weight of the intermediate part. It proves that the method proposed in this paper and based on wavelet transform for texture image in ensemble retrieval has better retrieval effect.