SOTAVerified

Image Restoration

Image Restoration is a family of inverse problems for obtaining a high quality image from a corrupted input image. Corruption may occur due to the image-capture process (e.g., noise, lens blur), post-processing (e.g., JPEG compression), or photography in non-ideal conditions (e.g., haze, motion blur).

Source: Blind Image Restoration without Prior Knowledge

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1421–1430 of 1459 papers

TitleStatusHype
On learning optimized reaction diffusion processes for effective image restorationCode0
Statistical Analysis of Loopy Belief Propagation in Random Fields—0
Designing A Composite Dictionary Adaptively From Joint Examples—0
Concept for a CMOS Image Sensor Suited for Analog Image Pre-Processing—0
Image denoising based on improved data-driven sparse representation—0
Inexact Alternating Direction Method Based on Newton descent algorithm with Application to Poisson Image Deblurring—0
An Approach for Reducing Outliers of Non Local Means Image Denoising Filter—0
Bayesian Image Restoration for Poisson Corrupted Image using a Latent Variational Method with Gaussian MRFCode0
Analytical Comparison of Noise Reduction Filters for Image Restoration Using SNR Estimation—0
Higher-order MRFs based image super resolution: why not MAP?—0
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All datasetsCDD-11UHDM.

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72—Unverified
2SRUDCAverage PSNR (dB)27.64—Unverified
3RestormerAverage PSNR (dB)26.99—Unverified
4WGWSNetAverage PSNR (dB)26.96—Unverified
5DGUNetAverage PSNR (dB)26.92—Unverified
6OKNetAverage PSNR (dB)26.33—Unverified
7MIRNetAverage PSNR (dB)25.97—Unverified
8PromptIRAverage PSNR (dB)25.9—Unverified
9MPRNetAverage PSNR (dB)25.47—Unverified
10MIRNetv2Average PSNR (dB)25.37—Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42—Unverified
2ESDNetPSNR22.12—Unverified
#ModelMetricClaimedVerifiedStatus
1730L37—Unverified