2019 · 109 citations · 61 references
ComputingComputer ScienceComputer VisionDigital ImagingMachine VisionImage ReconstructionImage RegistrationImage RestorationImagingScene ReconstructionSpatial ResolutionCamera SystemsFocal LengthHigh-resolution ImagingImage Super-resolutionSuper-resolutionSuper-resolution ImagingSuper-resolution MappingSuper-resolution Reconstruction
This paper reviewed the 3rd NTIRE challenge on single-image super-resolution (restoration of rich details in a low-resolution image) with a focus on proposed solutions and results. The challenge had 1 track, which was aimed at the real-world single image super-resolution problem with an unknown scaling factor. Participants were mapping low-resolution images captured by a DSLR camera with a shorter focal length to their high-resolution images captured at a longer focal length. With this challenge, we introduced a novel real-world super-resolution dataset (RealSR). The track had 403 registered participants, and 36 teams competed in the final testing phase. They gauge the state-of-the-art in real-world single image super-resolution.
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