Our proposed algorithm demonstrates a 10% improvement in PSNR and a 2.94% improvement in SSIM compared to existing representative image inpainting methods in the experiment. Keywords: Wasserstein generative adversarial network; U-Net; dilated convolutional neural network; multi-head self-attention; image...