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 51–100 of 1459 papers

TitleStatusHype
Omni-Kernel Network for Image RestorationCode2
CascadedGaze: Efficiency in Global Context Extraction for Image RestorationCode2
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided NetworkCode2
All-in-One Image Restoration for Unknown CorruptionCode2
ReFIR: Grounding Large Restoration Models with Retrieval AugmentationCode2
All-In-One Medical Image Restoration via Task-Adaptive RoutingCode2
Navigating Image Restoration with VAR's Distribution Alignment PriorCode2
Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationCode2
Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKVCode2
Bracketing Image Restoration and Enhancement with High-Low Frequency DecompositionCode2
Compressed Image Generation with Denoising Diffusion Codebook ModelsCode2
Compression-Aware One-Step Diffusion Model for JPEG Artifact RemovalCode2
Exposure Bracketing Is All You Need For A High-Quality ImageCode2
Deep Constrained Least Squares for Blind Image Super-ResolutionCode2
PromptIR: Prompting for All-in-One Blind Image RestorationCode2
Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion ModelCode2
MaIR: A Locality- and Continuity-Preserving Mamba for Image RestorationCode2
MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image RestorationCode2
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image RestorationCode2
Learning A Sparse Transformer Network for Effective Image DerainingCode2
Low-Light Image Enhancement with Wavelet-based Diffusion ModelsCode2
Mean Deviation Similarity Index: Efficient and Reliable Full-Reference Image Quality EvaluatorCode2
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
I^2SB: Image-to-Image Schrödinger BridgeCode2
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
GAN Inversion: A SurveyCode2
An Efficient and Mixed Heterogeneous Model for Image RestorationCode2
Efficient Frequency Domain-based Transformers for High-Quality Image DeblurringCode2
EAMamba: Efficient All-Around Vision State Space Model for Image RestorationCode2
Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image RestorationCode2
BaryIR: Learning Multi-Source Unified Representation in Continuous Barycenter Space for Generalizable All-in-One Image RestorationCode2
HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion ModelsCode2
Benchmarking Laparoscopic Surgical Image Restoration and BeyondCode2
CRNet: A Detail-Preserving Network for Unified Image Restoration and Enhancement TaskCode2
A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-ResolutionCode2
KBNet: Kernel Basis Network for Image RestorationCode2
Efficient and Explicit Modelling of Image Hierarchies for Image RestorationCode2
Learning Efficient and Effective Trajectories for Differential Equation-based Image RestorationCode2
Efficient Visual State Space Model for Image DeblurringCode2
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided TransformerCode2
Controlling Vision-Language Models for Multi-Task Image RestorationCode2
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse ProblemsCode2
Dual-domain strip attention for image restorationCode2
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture ModelsCode2
A Survey of Deep Face Restoration: Denoise, Super-Resolution, Deblur, Artifact RemovalCode2
Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image RestorationCode2
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration ModelsCode2
Denoising Diffusion Restoration ModelsCode2
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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