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Natural Images

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image Denoising68 natural images (test)
Runtime (s)0.005
43
Image ThresholdingNatural Images (test)
SSIM0.979
20
Image SegmentationNatural Images (test)
PSNR42.301
20
JPEG DeblockingNatural Images
PSNR31.41
18
2D image reconstructionNatural images (test)
PSNR26.69
12
2D image reconstructionNatural images non-separable coordinates (test)
PSNR24.9
10
Implicit Neural RepresentationNatural images
PSNR (dB)25.47
10
Likelihood Model SelectionNatural Images (test)
Accuracy100
6
4x Super-resolutionNatural images
PSNR30.807
3
Motion deblurringNatural images
PSNR33.305
3
Gaussian deblurringNatural images
PSNR30.741
3
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