The feature learning methods based on convolutional neural network (CNN) have successfully produced tremendous achievements in image classification tasks. However, the inherent noise and some other factors may weaken effectiveness of statistics. In this paper, we investigate Discrete Wavelet Transform (DWT) frequency domain design a new Wavelet-Attention (WA) block to only implement attention h...