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 151–200 of 1459 papers

TitleStatusHype
UniRestore: Unified Perceptual and Task-Oriented Image Restoration Model Using Diffusion Prior—0
Deep Learning-Based Image Recovery and Pose Estimation for Resident Space Objects—0
Proxies for Distortion and Consistency with Applications for Real-World Image Restoration—0
SILO: Solving Inverse Problems with Latent Operators—0
DiffStereo: High-Frequency Aware Diffusion Model for Stereo Image Restoration—0
Knowledge Distillation for Image Restoration : Simultaneous Learning from Degraded and Clean Images—0
Soft Knowledge Distillation with Multi-Dimensional Cross-Net Attention for Image Restoration Models Compression—0
MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image RestorationCode2
Color Correction Meets Cross-Spectral Refinement: A Distribution-Aware Diffusion for Underwater Image Restoration—0
Convergent Primal-Dual Plug-and-Play Image Restoration: A General Algorithm and ApplicationsCode0
Underwater Image Restoration Through a Prior Guided Hybrid Sense Approach and Extensive Benchmark AnalysisCode1
ACL: Activating Capability of Linear Attention for Image Restoration—0
JarvisIR: Elevating Autonomous Driving Perception with Intelligent Image Restoration—0
Spk2SRImgNet: Super-Resolve Dynamic Scene from Spike Stream via Motion Aligned Collaborative Filtering—0
Sea-ing in Low-lightCode0
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
Navigating Image Restoration with VAR's Distribution Alignment PriorCode2
UHD-processer: Unified UHD Image Restoration with Progressive Frequency Learning and Degradation-aware PromptsCode1
VolFormer: Explore More Comprehensive Cube Interaction for Hyperspectral Image Restoration and BeyondCode1
LP-Diff: Towards Improved Restoration of Real-World Degraded License PlateCode1
Secret Lies in Color: Enhancing AI-Generated Images Detection with Color Distribution Analysis—0
Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution—0
Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration—0
Consistency Posterior Sampling for Diverse Image Synthesis—0
Dual Prompting Image Restoration with Diffusion Transformers—0
Varformer: Adapting VAR's Generative Prior for Image RestorationCode2
Zero-Shot Image Restoration Using Few-Step Guidance of Consistency Models (and Beyond)Code1
MaIR: A Locality- and Continuity-Preserving Mamba for Image RestorationCode2
UniRestorer: Universal Image Restoration via Adaptively Estimating Image Degradation at Proper GranularityCode0
An Ordinary Differential Equation Sampler with Stochastic Start for Diffusion Bridge Models—0
Generative Adversarial Network on Motion-Blur Image Restoration—0
UNet--: Memory-Efficient and Feature-Enhanced Network Architecture based on U-Net with Reduced Skip-Connections—0
Underwater Image Restoration via Polymorphic Large Kernel CNNsCode1
NeuroPump: Simultaneous Geometric and Color Rectification for Underwater Images—0
Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer AggregationCode1
Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion ModelCode1
Personalized Generative Low-light Image Denoising and Enhancement—0
Distilled Pooling Transformer Encoder for Efficient Realistic Image DehazingCode0
DarkIR: Robust Low-Light Image RestorationCode3
Consistent Diffusion: Denoising Diffusion Model with Data-Consistent Training for Image Restoration—0
Towards Context-aware Convolutional Network for Image Restoration—0
Boosting ViT-based MRI Reconstruction from the Perspectives of Frequency Modulation, Spatial Purification, and Scale Diversification—0
Matrix Completion via Residual Spectral Matching—0
ExpRDiff: Short-exposure Guided Diffusion Model for Realistic Local Motion Deblurring—0
Dynamic Contrastive Knowledge Distillation for Efficient Image RestorationCode1
OFTSR: One-Step Flow for Image Super-Resolution with Tunable Fidelity-Realism Trade-offsCode1
Are Conditional Latent Diffusion Models Effective for Image Restoration?—0
Convergence Analysis of a Proximal Stochastic Denoising Regularization Algorithm—0
EchoIR: Advancing Image Restoration with Echo Upsampling and Bi-Level Optimization—0
A Progressive Image Restoration Network for High-order Degradation Imaging in Remote Sensing—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