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 301–325 of 1459 papers

TitleStatusHype
Basic Binary Convolution Unit for Binarized Image Restoration NetworkCode1
Fully Unsupervised Diversity Denoising with Convolutional Variational AutoencodersCode1
Learning Self-prior for Mesh Denoising using Dual Graph Convolutional NetworksCode1
Learning Structral coherence Via Generative Adversarial Network for Single Image Super-ResolutionCode1
Masked Face Inpainting Through Residual Attention UNetCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Look-Up Table Compression for Efficient Image RestorationCode1
Deformable Kernel Networks for Joint Image FilteringCode1
Decoupling Degradations with Recurrent Network for Video Restoration in Under-Display CameraCode1
Deep Atrous Guided Filter for Image Restoration in Under Display CamerasCode1
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
Learning from History: Task-agnostic Model Contrastive Learning for Image RestorationCode1
UniINR: Event-guided Unified Rolling Shutter Correction, Deblurring, and InterpolationCode1
Learning Invariant Representation for Unsupervised Image RestorationCode1
Ab-initio Contrast Estimation and Denoising of Cryo-EM ImagesCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
DeFlow: Learning Complex Image Degradations from Unpaired Data with Conditional FlowsCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
Deep Equilibrium Diffusion Restoration with Parallel SamplingCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image RestorationCode1
Deep Image PriorCode1
Cross Aggregation Transformer for Image RestorationCode1
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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