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 401–450 of 1459 papers

TitleStatusHype
COLA-Net: Collaborative Attention Network for Image RestorationCode1
Multi-Stage Progressive Image RestorationCode1
Exploiting Raw Images for Real-Scene Super-ResolutionCode1
Non-uniform Blur Kernel Estimation via Adaptive Basis DecompositionCode1
Learning Structral coherence Via Generative Adversarial Network for Single Image Super-ResolutionCode1
BANet: Blur-aware Attention Networks for Dynamic Scene DeblurringCode1
DeFlow: Learning Complex Image Degradations from Unpaired Data with Conditional FlowsCode1
Self-Supervised Cryo-Electron Tomography Volumetric Image Restoration From Single Noisy Volume With Sparsity ConstraintCode1
Memory-Efficient Hierarchical Neural Architecture Search for Image RestorationCode1
Time-Travel RephotographyCode1
Bayesian Image Reconstruction using Deep Generative ModelsCode1
CLEARER: Multi-Scale Neural Architecture Search for Image RestorationCode1
Dual Pixel Exploration: Simultaneous Depth Estimation and Image RestorationCode1
Navigating the GAN Parameter Space for Semantic Image EditingCode1
Rank-One Network: An Effective Framework for Image RestorationCode1
BIGPrior: Towards Decoupling Learned Prior Hallucination and Data Fidelity in Image RestorationCode1
Learning Deep Interleaved Networks with Asymmetric Co-Attention for Image RestorationCode1
Non-local Meets Global: An Iterative Paradigm for Hyperspectral Image RestorationCode1
Image Generation With Neural Cellular AutomatasCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
Combining Weighted Total Variation and Deep Image Prior for natural and medical image restoration via ADMMCode1
Attention Cube Network for Image RestorationCode1
Are Deep Neural Architectures Losing Information? Invertibility Is IndispensableCode1
Plug-and-Play Image Restoration with Deep Denoiser PriorCode1
NAS-DIP: Learning Deep Image Prior with Neural Architecture SearchCode1
Deep Variational Network Toward Blind Image RestorationCode1
Deep Atrous Guided Filter for Image Restoration in Under Display CamerasCode1
Rethinking Image Deraining via Rain Streaks and VaporsCode1
Wavelet-Based Dual-Branch Network for Image DemoireingCode1
Lightweight Modules for Efficient Deep Learning based Image RestorationCode1
Blind Inverse Gamma Correction with Maximized Differential EntropyCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network ArchitecturesCode1
SAR2SAR: a semi-supervised despeckling algorithm for SAR imagesCode1
Exploiting Non-Local Priors via Self-Convolution For Highly-Efficient Image RestorationCode1
Fully Unsupervised Diversity Denoising with Convolutional Variational AutoencodersCode1
Neural Sparse Representation for Image RestorationCode1
Joint Demosaicing and Denoising With Self GuidanceCode1
PMHLD: Patch Map Based Hybrid Learning DehazeNet for Single Image Haze RemovalCode1
HiFaceGAN: Face Renovation via Collaborative Suppression and ReplenishmentCode1
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
Pyramid Attention Networks for Image RestorationCode1
Microscopy Image Restoration using Deep Learning on W2SCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
Image Demoireing with Learnable Bandpass FiltersCode1
Rethinking Data Augmentation for Image Super-resolution: A Comprehensive Analysis and a New StrategyCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Learning Invariant Representation for Unsupervised Image RestorationCode1
CycleISP: Real Image Restoration via Improved Data SynthesisCode1
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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