NTIRE 2023 challenge on stereo image super-resolution: Methods and results

L Wang, Y Guo, Y Wang, J Li, S Gu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Proceedings of the IEEE/CVF conference on computer vision and …, 2023openaccess.thecvf.com
In this paper, we summarize the 2nd NTIRE challenge on stereo image super-resolution
(SR) with a focus on new solutions and results. The task of the challenge is to super-resolve
a low-resolution stereo image pair to a high-resolution one with a magnification factor of x4.
Compared with single image SR, the major challenge of this challenge lies in how to exploit
additional information in another viewpoint and how to maintain stereo consistency in the
results. This challenge has 3 tracks, including one track on distortion (eg, PSNR) and bicubic …
Abstract
In this paper, we summarize the 2nd NTIRE challenge on stereo image super-resolution (SR) with a focus on new solutions and results. The task of the challenge is to super-resolve a low-resolution stereo image pair to a high-resolution one with a magnification factor of x4. Compared with single image SR, the major challenge of this challenge lies in how to exploit additional information in another viewpoint and how to maintain stereo consistency in the results. This challenge has 3 tracks, including one track on distortion (eg, PSNR) and bicubic degradation, one track on perceptual quality (eg, LPIPS) and bicubic degradation, as well as another track on real degradations. In total, 175, 93, and 103 participants were successfully registered for each track, respectively. In the test phase, 21, 17, and 12 teams successfully submitted results with PSNR (RGB) scores better than the baseline. This challenge establishes a new benchmark for stereo image SR.
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