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 751–760 of 1459 papers

TitleStatusHype
Convergence Analysis of a Proximal Stochastic Denoising Regularization Algorithm—0
Convergent plug-and-play with proximal denoiser and unconstrained regularization parameter—0
Convex Variational Image Restoration with Histogram Priors—0
Convolutional Neural Pyramid for Image Processing—0
Convolutional Nonlinear Dictionary with Cascaded Structure Filter Banks—0
CoT-MISR:Marrying Convolution and Transformer for Multi-Image Super-Resolution—0
Counting Crowds in Bad Weather—0
Coupling Model-Driven and Data-Driven Methods for Remote Sensing Image Restoration and Fusion—0
Covariance Trees for 2D and 3D Processing—0
Cross-Scale Residual Network for Multiple Tasks:Image Super-resolution, Denoising, and Deblocking—0
Show:102550
← PrevPage 76 of 146Next →
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