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

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Showing 101–150 of 1459 papers

TitleStatusHype
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth EstimationCode2
Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning StrategyCode2
Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image RestorationCode2
Low-Light Image Enhancement with Wavelet-based Diffusion ModelsCode2
U-shaped Vision Mamba for Single Image DehazingCode2
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided NetworkCode2
Learning A Sparse Transformer Network for Effective Image DerainingCode2
Improving Diffusion Inverse Problem Solving with Decoupled Noise AnnealingCode2
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
Learning Efficient and Effective Trajectories for Differential Equation-based Image RestorationCode2
Benchmarking Laparoscopic Surgical Image Restoration and BeyondCode2
HAIR: Hypernetworks-based All-in-One Image RestorationCode2
HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion ModelsCode2
Efficient Visual State Space Model for Image DeblurringCode2
Degradation-Aware Feature Perturbation for All-in-One Image RestorationCode2
Efficient Frequency Domain-based Transformers for High-Quality Image DeblurringCode2
GAN Inversion: A SurveyCode2
I^2SB: Image-to-Image Schrödinger BridgeCode2
MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image RestorationCode2
SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image DenoisingCode2
Always Clear Days: Degradation Type and Severity Aware All-In-One Adverse Weather RemovalCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration NetworkCode1
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
Atlantis: Enabling Underwater Depth Estimation with Stable DiffusionCode1
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic ModelsCode1
Asymmetric Mask Scheme for Self-Supervised Real Image DenoisingCode1
Deep Image Semantic Communication Model for Artificial Intelligent Internet of ThingsCode1
A Survey on Leveraging Pre-trained Generative Adversarial Networks for Image Editing and RestorationCode1
Priors in Deep Image Restoration and Enhancement: A SurveyCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
Deep Image PriorCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image RestorationCode1
Accurate Image Restoration with Attention Retractable TransformerCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
Deep Convolutional Dictionary Learning for Image DenoisingCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
(ASNA) An Attention-based Siamese-Difference Neural Network with Surrogate Ranking Loss function for Perceptual Image Quality AssessmentCode1
Deep Blind Video Super-resolutionCode1
Deep Equilibrium Diffusion Restoration with Parallel SamplingCode1
Dynamic Contrastive Knowledge Distillation for Efficient Image RestorationCode1
As if by magic: self-supervised training of deep despeckling networks with MERLINCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Adaptive Blind All-in-One Image RestorationCode1
All-in-One Image Compression and RestorationCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
Data augmentation for deep learning based accelerated MRI reconstruction with limited dataCode1
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
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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