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 851–875 of 1459 papers

TitleStatusHype
A Novel Framework for Image-to-image Translation and Image Compression—0
A Novel Variational Approach for Multiphoton Microscopy Image Restoration: from PSF Estimation to 3D Deconvolution—0
Any Image Restoration via Efficient Spatial-Frequency Degradation Adaptation—0
AOSR-Net: All-in-One Sandstorm Removal Network—0
A Preliminary Exploration Towards General Image Restoration—0
A Prior Embedding-Driven Architecture for Long Distance Blind Iris Recognition—0
A Progressive Image Restoration Network for High-order Degradation Imaging in Remote Sensing—0
Why Are Deep Representations Good Perceptual Quality Features?—0
Aquatic-GS: A Hybrid 3D Representation for Underwater Scenes—0
Are Conditional Latent Diffusion Models Effective for Image Restoration?—0
Accelerating Large Kernel Convolutions with Nested Winograd Transformation.pdf—0
A Refined Inertial DC Algorithm for DC Programming—0
A Restoration Network as an Implicit Prior—0
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges—0
A Review on Deep Learning in Medical Image Reconstruction—0
A Robust Variational Model for Positive Image Deconvolution—0
A Set-Theoretic Study of the Relationships of Image Models and Priors for Restoration Problems—0
A Spectrum-based Image Denoising Method with Edge Feature Enhancement—0
AstroClearNet: Deep image prior for multi-frame astronomical image restoration—0
A Study on the Efficient Product Search Service for the Damaged Image Information—0
A Survey on Diffusion Models for Inverse Problems—0
A Survey on Hyperspectral Image Restoration: From the View of Low-Rank Tensor Approximation—0
ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence—0
A Theory of the Distortion-Perception Tradeoff in Wasserstein Space—0
A Total Fractional-Order Variation Model for Image Restoration with Non-homogeneous Boundary Conditions and its Numerical Solution—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