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

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Showing 651–700 of 1459 papers

TitleStatusHype
A Modular Conditional Diffusion Framework for Image Reconstruction—0
Chasing Better Deep Image Priors between Over- and Under-parameterizationCode0
Aquatic-GS: A Hybrid 3D Representation for Underwater Scenes—0
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image ReconstructionCode0
Fusion from Decomposition: A Self-Supervised Approach for Image Fusion and Beyond—0
Analysis and Benchmarking of Extending Blind Face Image Restoration to Videos—0
InstantIR: Blind Image Restoration with Instant Generative Reference—0
SITCOM: Step-wise Triple-Consistent Diffusion Sampling for Inverse ProblemsCode0
Overcoming False Illusions in Real-World Face Restoration with Multi-Modal Guided Diffusion Model—0
Posterior sampling via Langevin dynamics based on generative priors—0
GLMHA A Guided Low-rank Multi-Head Self-Attention for Efficient Image Restoration and Spectral Reconstruction—0
A Survey on Diffusion Models for Inverse Problems—0
UIR-LoRA: Achieving Universal Image Restoration through Multiple Low-Rank AdaptationCode0
Toward Efficient Deep Blind RAW Image Restoration—0
Denoising diffusion models for high-resolution microscopy image restoration—0
Taming Diffusion Models for Image Restoration: A Review—0
Quaternion Nuclear Norm minus Frobenius Norm Minimization for color image reconstruction—0
PanAdapter: Two-Stage Fine-Tuning with Spatial-Spectral Priors Injecting for Pansharpening—0
AgileIR: Memory-Efficient Group Shifted Windows Attention for Agile Image Restoration—0
Multi-Weather Image Restoration via Histogram-Based Transformer Feature Enhancement—0
Lightweight single-image super-resolution network based on dual paths—0
Power Line Aerial Image Restoration under dverse Weather: Datasets and BaselinesCode0
Empirical Bayesian image restoration by Langevin sampling with a denoising diffusion implicit prior—0
Perceptual-Distortion Balanced Image Super-Resolution is a Multi-Objective Optimization ProblemCode0
Data-free Distillation with Degradation-prompt Diffusion for Multi-weather Image Restoration—0
GaussianPU: A Hybrid 2D-3D Upsampling Framework for Enhancing Color Point Clouds via 3D Gaussian Splatting—0
F2former: When Fractional Fourier Meets Deep Wiener Deconvolution and Selective Frequency Transformer for Image Deblurring—0
Accurate Forgetting for All-in-One Image Restoration Model—0
Efficient Image Restoration through Low-Rank Adaptation and Stable Diffusion XL—0
AWRaCLe: All-Weather Image Restoration using Visual In-Context Learning—0
Enhanced Control for Diffusion Bridge in Image RestorationCode0
GameIR: A Large-Scale Synthesized Ground-Truth Dataset for Image Restoration over Gaming Content—0
A Preliminary Exploration Towards General Image Restoration—0
CODE: Confident Ordinary Differential EditingCode0
Taming Generative Diffusion Prior for Universal Blind Image Restoration—0
Multi-Scale Representation Learning for Image Restoration with State-Space Model—0
Harnessing Multi-resolution and Multi-scale Attention for Underwater Image RestorationCode0
Review Learning: Advancing All-in-One Ultra-High-Definition Image Restoration Training Method—0
Wavelet based inpainting detection—0
MultiColor: Image Colorization by Learning from Multiple Color Spaces—0
Physical prior guided cooperative learning framework for joint turbulence degradation estimation and infrared video restoration—0
Multi-weather Cross-view Geo-localization Using Denoising Diffusion Models—0
Contribution-based Low-Rank Adaptation with Pre-training Model for Real Image Restoration—0
A Prior Embedding-Driven Architecture for Long Distance Blind Iris Recognition—0
Inverse Problems with Diffusion Models: A MAP Estimation PerspectiveCode0
Dilated Strip Attention Network for Image Restoration—0
RestoreAgent: Autonomous Image Restoration Agent via Multimodal Large Language Models—0
CLII: Visual-Text Inpainting via Cross-Modal Predictive Interaction—0
Dual High-Order Total Variation Model for Underwater Image RestorationCode0
Deep Learning CT Image Restoration using System Blur and Noise Models—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