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 351–375 of 1459 papers

TitleStatusHype
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarityCode1
Enriched CNN-Transformer Feature Aggregation Networks for Super-ResolutionCode1
MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image InpaintingCode1
Self-Supervised Face Image Restoration with a One-Shot ReferenceCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
Selective Residual M-Net for Real Image DenoisingCode1
Half Wavelet Attention on M-Net+ for Low-Light Image EnhancementCode1
Task Adaptive Network for Image Restoration With Combined Degradation FactorsCode1
Ab-initio Contrast Estimation and Denoising of Cryo-EM ImagesCode1
Zero-Reference Image Restoration for Under-Display Camera of UAVCode1
Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex RegularizationCode1
Unsupervised Denoising of Retinal OCT with Diffusion Probabilistic ModelCode1
RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical BenchmarkCode1
Self-Supervised Deep Image Restoration via Adaptive Stochastic Gradient Langevin DynamicsCode1
XYDeblur: Divide and Conquer for Single Image DeblurringCode1
Learning Self-prior for Mesh Denoising using Dual Graph Convolutional NetworksCode1
Unsupervised Low-Light Image Enhancement via Histogram Equalization PriorCode1
SAR Image Despeckling Using Continuous Attention ModuleCode1
Event-Based Fusion for Motion Deblurring with Cross-modal AttentionCode1
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather ConditionsCode1
A Practical Contrastive Learning Framework for Single-Image Super-ResolutionCode1
ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image PriorCode1
Restormer: Efficient Transformer for High-Resolution Image RestorationCode1
A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image RestorationCode1
SAPNet: Segmentation-Aware Progressive Network for Perceptual Contrastive DerainingCode1
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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