In this paper, we propose a neural network with an encoder-decoder architecture that incorporates atrous spatial pyramid pooling (ASPP) and convolutional block attention module (CBAM).  We evaluated our approach by using the ISIC 2018 dataset. The results demonstrate that the proposed framework significantly enhances segmentation performance.