Recent studies have demonstrated that the attention mechanism can effectively enhance the effectiveness of deep convolutional neural networks. In this paper. we propose a “Pyramid channel and spatial attention” (PCSA). which consists of reconstructing the features after pyramidal multiscale convolution by extracting spatial weights and channel weights. https://www.drcristinosuarez.com/