Towards Ground Truth for Single Image Deraining. (arXiv:2206.10779v1 [cs.CV])

Web: http://arxiv.org/abs/2206.10779

We propose a large-scale dataset of real-world rainy and clean image pairs
and a method to remove degradations, induced by rain streaks and rain
accumulation, from the image. As there exists no real-world dataset for
deraining, current state-of-the-art methods rely on synthetic data and thus are
limited by the sim2real domain gap; moreover, rigorous evaluation remains a
challenge due to the absence of a real paired dataset. We fill this gap by
collecting the first real paired deraining dataset through …

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