1 day ago · For example, in image deraining, compared to DRSformer on the SPA dataset, DSwinIR achieves a 0.66 dB PSNR improvement. In all-in-one image restoration, compared to PromptIR, DSwinIR achieves over a 0.66 dB and 1.04 dB improvement on three-task and five-task settings, respectively.

We conduct extensive evaluations across diverse image restoration tasks, spanning both all-in-one multiple degradation scenarios and specialized single-task settings. As demonstrated in Fig. 2, DSwinIR delivers substantial improvements of 2.1 dB and 1.3 dB in synthetic and real-world deweathering tasks, respectively. Moreover, our approach ...

In this paper, we study a challenging problem in image restoration, namely, how to develop an all-in-one method that could recover images from a variety of unknown cor-ruption types and levels.

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As previously mentioned, the image associated with the acronym CLW is formatted in PNG, which stands for Portable Network Graphics. This image has specific dimensions, with a length of 669 pixels and a width of 350 pixels.

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