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 501–550 of 1459 papers

TitleStatusHype
Removal of speckle noises from ultrasound images using five different deep learning networksCode0
CODE: Confident Ordinary Differential EditingCode0
Coarse to Fine: Image Restoration Boosted by Multi-Scale Low-Rank Tensor CompletionCode0
RCRN: Real-world Character Image Restoration Network via Skeleton ExtractionCode0
Dual Residual Networks Leveraging the Potential of Paired Operations for Image RestorationCode0
Dual High-Order Total Variation Model for Underwater Image RestorationCode0
R2C-GAN: Restore-to-Classify Generative Adversarial Networks for Blind X-Ray Restoration and COVID-19 ClassificationCode0
Recurrent Spike-based Image Restoration under General IlluminationCode0
Probabilistic Residual Learning for Aleatoric Uncertainty in Image RestorationCode0
Progressive Reconstruction of Visual Structure for Image InpaintingCode0
Power Line Aerial Image Restoration under dverse Weather: Datasets and BaselinesCode0
Chasing Better Deep Image Priors between Over- and Under-parameterizationCode0
DriftRec: Adapting diffusion models to blind JPEG restorationCode0
Posterior Sampling for Image Restoration using Explicit Patch PriorsCode0
CFSNet: Toward a Controllable Feature Space for Image RestorationCode0
Plug-and-Play gradient-based denoisers applied to CT image enhancementCode0
A relaxed proximal gradient descent algorithm for convergent plug-and-play with proximal denoiserCode0
CausalSR: Structural Causal Model-Driven Super-Resolution with Counterfactual InferenceCode0
A regularized deep matrix factorized model of matrix completion for image restorationCode0
PMS-Net: Robust Haze Removal Based on Patch Map for Single ImagesCode0
Phenotype-preserving metric design for high-content image reconstruction by generative inpaintingCode0
Photon-Limited Blind Deconvolution using Unsupervised Iterative Kernel EstimationCode0
Perceptual-Distortion Balanced Image Super-Resolution is a Multi-Objective Optimization ProblemCode0
Distilling Image Dehazing With Heterogeneous Task ImitationCode0
Distilled Pooling Transformer Encoder for Efficient Realistic Image DehazingCode0
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy ImagesCode0
Patch-Craft Self-Supervised Training for Correlated Image DenoisingCode0
Patch-Ordering as a Regularization for Inverse Problems in Image ProcessingCode0
DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-ConsistencyCode0
Pathology Image Restoration via Mixture of PromptsCode0
On learning optimized reaction diffusion processes for effective image restorationCode0
Optimal Eye Surgeon: Finding Image Priors through Sparse Generators at InitializationCode0
Path-Restore: Learning Network Path Selection for Image RestorationCode0
Brno Mobile OCR DatasetCode0
Diffusion-based image inpainting with internal learningCode0
Non-Local Recurrent Network for Image RestorationCode0
Diffusion-Based Adaptation for Classification of Unknown Degraded ImagesCode0
NF-ULA: Langevin Monte Carlo with Normalizing Flow Prior for Imaging Inverse ProblemsCode0
Neural Architecture Search for Deep Image PriorCode0
Neural Nearest Neighbors NetworksCode0
Nest-DGIL: Nesterov-optimized Deep Geometric Incremental Learning for CS Image ReconstructionCode0
PixelRL: Fully Convolutional Network with Reinforcement Learning for Image ProcessingCode0
Sequential Gating Ensemble Network for Noise Robust Multi-Scale Face RestorationCode0
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image RestorationCode0
DestripeCycleGAN: Stripe Simulation CycleGAN for Unsupervised Infrared Image DestripingCode0
Multi-level Wavelet-CNN for Image RestorationCode0
Despeckling Sentinel-1 GRD images by deep learning and application to narrow river segmentationCode0
Interactive Multi-Dimension Modulation with Dynamic Controllable Residual Learning for Image RestorationCode0
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image ReconstructionCode0
Multi-level Wavelet Convolutional Neural NetworksCode0
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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