Figure 1

The rough structure of the Deep Guided Transformer Dehazing Network. The proposed network contains main three parts: BaseNet, DetailNet, and GuidedFilterNet. Swin represents the Swin-Block, which is used to enlarge the receptive field of the proposed model. Bilinear represents the bilinear downsampling. LI is the output of the bilinear downsampling. LO represents the output of the haze remove network, which is a low-resolution dehazing result.