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
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
Generating Aligned Pseudo-Supervision from Non-Aligned Data for Image Restoration in Under-Display CameraCode1
Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI ReconstructionCode1
A Regularization-Guided Equivariant Approach for Image RestorationCode1
Forward-only Diffusion Probabilistic ModelsCode1
Are Deep Neural Architectures Losing Information? Invertibility Is IndispensableCode1
Flare-Free Vision: Empowering Uformer with Depth InsightsCode1
Focal Network for Image RestorationCode1
Freqformer: Image-Demoiréing Transformer via Efficient Frequency DecompositionCode1
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object DetectionCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-ResolutionCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
Exploring the potential of channel interactions for image restorationCode1
FriendNet: Detection-Friendly Dehazing NetworkCode1
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather ConditionsCode1
Image Restoration by Iterative Denoising and Backward ProjectionsCode1
A Preliminary Study for GPT-4o on Image RestorationCode1
Dynamic Contrastive Knowledge Distillation for Efficient Image RestorationCode1
A Practical Contrastive Learning Framework for Single-Image Super-ResolutionCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Dual Pixel Exploration: Simultaneous Depth Estimation and Image RestorationCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-TransformerCode1
Divide-and-Conquer Posterior Sampling for Denoising Diffusion PriorsCode1
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection StrategyCode1
Fully Unsupervised Diversity Denoising with Convolutional Variational AutoencodersCode1
Restore Anything Model via Efficient Degradation AdaptationCode1
Diffusion Priors for Variational Likelihood Estimation and Image DenoisingCode1
BokehOrNot: Transforming Bokeh Effect with Image Transformer and Lens Metadata EmbeddingCode1
Accelerating Multiframe Blind Deconvolution via Deep LearningCode1
Boosting All-in-One Image Restoration via Self-Improved Privilege LearningCode1
Diffusion Posterior Proximal Sampling for Image RestorationCode1
Diffusion State-Guided Projected Gradient for Inverse ProblemsCode1
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
Blind Inverse Gamma Correction with Maximized Differential EntropyCode1
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-ResolutionCode1
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier DomainCode1
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionCode1
Deformable Kernel Networks for Joint Image FilteringCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Exploiting Raw Images for Real-Scene Super-ResolutionCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
Show:102550
← PrevPage 4 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