A novel approach, DDU-Net, is proposed for high-resolution image segmentation.DDU-Net combines encoder-decoder architectures with domain decomposition.It partitions input images into non-overlapping patches for independent processing.Experimental results show improved performance in segmenting ultra-high-resolution images.