论文标题
带有指导传输图的编码器 - 码头网络：体系结构
Encoder-Decoder Network with Guided Transmission Map: Architecture
论文作者
论文摘要
本文介绍了对具有新颖有效的单个图像飞行方案的指导传输图（EDN-GTM）对编码器核编码网络的结构的见解。 EDN-GTM与黑暗通道先验（DCP）方法估计的相应传输图一起采用常规的RGB朦胧图像作为网络的输入。 EDN-GTM采用了用于去悬式任务的U-NET的增强结构，而由此产生的EDN-GDM在PSNR和SSIM指标方面显示了在基准降低数据集上的最新性能。为了对精心设计的体系结构有深入的了解，这在很大程度上有助于EDN-GTM的成功，广泛的实验和分析从选择该方案的核心结构到研究高级网络设计的分析。
An insight into the architecture of the Encoder-Decoder Network with Guided Transmission Map (EDN-GTM), a novel and effective single image dehazing scheme, is presented in this paper. The EDN-GTM takes a conventional RGB hazy image in conjunction with the corresponding transmission map estimated by the dark channel prior (DCP) approach as inputs of the network. The EDN-GTM adopts an enhanced structure of U-Net developed for dehazing tasks and the resulting EDN-GDM has shown state-of-the-art performances on benchmark dehazing datasets in terms of PSNR and SSIM metrics. In order to give an in-depth understanding of the well-designed architecture which largely contributes to the success of the EDN-GTM, extensive experiments and analysis from selecting the core structure of the scheme to investigating advanced network designs are presented in this paper.
