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 251–300 of 1459 papers

TitleStatusHype
Generating Aligned Pseudo-Supervision from Non-Aligned Data for Image Restoration in Under-Display CameraCode1
Continuous Representation Methods, Theories, and Applications: An Overview and PerspectivesCode1
Contrastive Semi-supervised Learning for Underwater Image Restoration via Reliable BankCode1
Atlantis: Enabling Underwater Depth Estimation with Stable DiffusionCode1
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image RestorationCode1
Generative Modeling with Optimal Transport MapsCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
Combining Weighted Total Variation and Deep Image Prior for natural and medical image restoration via ADMMCode1
Deep Equilibrium Diffusion Restoration with Parallel SamplingCode1
GenISP: Neural ISP for Low-Light Machine CognitionCode1
GroupCDL: Interpretable Denoising and Compressed Sensing MRI via Learned Group-Sparsity and Circulant AttentionCode1
Illumination Controllable Dehazing Network based on Unsupervised Retinex EmbeddingCode1
Joint Demosaicing and Denoising With Self GuidanceCode1
FriendNet: Detection-Friendly Dehazing NetworkCode1
Freqformer: Image-Demoiréing Transformer via Efficient Frequency DecompositionCode1
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image RestorationCode1
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
Flare-Free Vision: Empowering Uformer with Depth InsightsCode1
Bayesian Image Super-Resolution with Deep Modeling of Image StatisticsCode1
Focal Network for Image RestorationCode1
Exploring the potential of channel interactions for image restorationCode1
Bayesian Image Reconstruction using Deep Generative ModelsCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
Forward-only Diffusion Probabilistic ModelsCode1
Basic Binary Convolution Unit for Binarized Image Restoration NetworkCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
Exploiting Raw Images for Real-Scene Super-ResolutionCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
Data augmentation for deep learning based accelerated MRI reconstruction with limited dataCode1
Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier DomainCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
A Variational Perspective on Solving Inverse Problems with Diffusion ModelsCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
Deep Blind Video Super-resolutionCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object DetectionCode1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image RestorationCode1
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionCode1
Dual Pixel Exploration: Simultaneous Depth Estimation and Image RestorationCode1
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-ResolutionCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image RestorationCode1
BANet: Blur-aware Attention Networks for Dynamic Scene DeblurringCode1
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen DomainsCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
CycleISP: Real Image Restoration via Improved Data SynthesisCode1
Show:102550
← PrevPage 6 of 30Next →
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