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 51–100 of 1459 papers

TitleStatusHype
PnP-Flow: Plug-and-Play Image Restoration with Flow MatchingCode2
Correlation Matching Transformation Transformers for UHD Image RestorationCode2
Controlling Vision-Language Models for Multi-Task Image RestorationCode2
Omni-Kernel Network for Image RestorationCode2
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided NetworkCode2
All-In-One Medical Image Restoration via Task-Adaptive RoutingCode2
ReFIR: Grounding Large Restoration Models with Retrieval AugmentationCode2
Content-Aware Transformer for All-in-one Image RestorationCode2
Residual Denoising Diffusion ModelsCode2
Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image RestorationCode2
CRNet: A Detail-Preserving Network for Unified Image Restoration and Enhancement TaskCode2
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion ModelsCode2
Compression-Aware One-Step Diffusion Model for JPEG Artifact RemovalCode2
Deep Constrained Least Squares for Blind Image Super-ResolutionCode2
Navigating Image Restoration with VAR's Distribution Alignment PriorCode2
Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion ModelCode2
MaIR: A Locality- and Continuity-Preserving Mamba for Image RestorationCode2
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image RestorationCode2
KBNet: Kernel Basis Network for Image RestorationCode2
Low-Light Image Enhancement with Wavelet-based Diffusion ModelsCode2
MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image RestorationCode2
Bracketing Image Restoration and Enhancement with High-Low Frequency DecompositionCode2
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
Improving Diffusion Inverse Problem Solving with Decoupled Noise AnnealingCode2
HAIR: Hypernetworks-based All-in-One Image RestorationCode2
An Intelligent Agentic System for Complex Image Restoration ProblemsCode2
Mean Deviation Similarity Index: Efficient and Reliable Full-Reference Image Quality EvaluatorCode2
Efficient Frequency Domain-based Transformers for High-Quality Image DeblurringCode2
An Efficient and Mixed Heterogeneous Model for Image RestorationCode2
Efficient Visual State Space Model for Image DeblurringCode2
BaryIR: Learning Multi-Source Unified Representation in Continuous Barycenter Space for Generalizable All-in-One Image RestorationCode2
Benchmarking Laparoscopic Surgical Image Restoration and BeyondCode2
HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion ModelsCode2
I^2SB: Image-to-Image Schrödinger BridgeCode2
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture ModelsCode2
Exposure Bracketing Is All You Need For A High-Quality ImageCode2
A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-ResolutionCode2
CascadedGaze: Efficiency in Global Context Extraction for Image RestorationCode2
Learning A Sparse Transformer Network for Effective Image DerainingCode2
Learning Efficient and Effective Trajectories for Differential Equation-based Image RestorationCode2
Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image RestorationCode2
Dual-domain strip attention for image restorationCode2
EAMamba: Efficient All-Around Vision State Space Model for Image RestorationCode2
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided TransformerCode2
Efficient and Explicit Modelling of Image Hierarchies for Image RestorationCode2
Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image RestorationCode2
DiffIR: Efficient Diffusion Model for Image RestorationCode2
MWFormer: Multi-Weather Image Restoration Using Degradation-Aware TransformersCode2
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration ModelsCode2
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive SurveyCode2
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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