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
Unsupervised Night Image Enhancement: When Layer Decomposition Meets Light-Effects SuppressionCode2
U-shaped Vision Mamba for Single Image DehazingCode2
CascadedGaze: Efficiency in Global Context Extraction for Image RestorationCode2
Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image RestorationCode2
Low-Light Image Enhancement with Wavelet-based Diffusion ModelsCode2
Learning A Sparse Transformer Network for Effective Image DerainingCode2
Improving Diffusion Inverse Problem Solving with Decoupled Noise AnnealingCode2
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse ProblemsCode2
KBNet: Kernel Basis Network for Image RestorationCode2
Compressed Image Generation with Denoising Diffusion Codebook ModelsCode2
Learning Efficient and Effective Trajectories for Differential Equation-based Image RestorationCode2
HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion ModelsCode2
HAIR: Hypernetworks-based All-in-One Image RestorationCode2
I^2SB: Image-to-Image Schrödinger BridgeCode2
GAN Inversion: A SurveyCode2
Efficient Frequency Domain-based Transformers for High-Quality Image DeblurringCode2
Bracketing Image Restoration and Enhancement with High-Low Frequency DecompositionCode2
Efficient Visual State Space Model for Image DeblurringCode2
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth EstimationCode2
Always Clear Days: Degradation Type and Severity Aware All-In-One Adverse Weather RemovalCode1
Dynamic Contrastive Knowledge Distillation for Efficient Image RestorationCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic ModelsCode1
Atlantis: Enabling Underwater Depth Estimation with Stable DiffusionCode1
Asymmetric Mask Scheme for Self-Supervised Real Image DenoisingCode1
A Survey on Leveraging Pre-trained Generative Adversarial Networks for Image Editing and RestorationCode1
Priors in Deep Image Restoration and Enhancement: A SurveyCode1
Dual Pixel Exploration: Simultaneous Depth Estimation and Image RestorationCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
Accurate Image Restoration with Attention Retractable TransformerCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Divide-and-Conquer Posterior Sampling for Denoising Diffusion PriorsCode1
Fully Unsupervised Diversity Denoising with Convolutional Variational AutoencodersCode1
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
BIGPrior: Towards Decoupling Learned Prior Hallucination and Data Fidelity in Image RestorationCode1
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-TransformerCode1
As if by magic: self-supervised training of deep despeckling networks with MERLINCode1
Diffusion Posterior Proximal Sampling for Image RestorationCode1
Adaptive Blind All-in-One Image RestorationCode1
All-in-One Image Compression and RestorationCode1
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image RestorationCode1
Parameter Efficient Adaptation for Image Restoration with Heterogeneous Mixture-of-ExpertsCode1
Diffusion Priors for Variational Likelihood Estimation and Image DenoisingCode1
A Regularization-Guided Equivariant Approach for Image RestorationCode1
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-ResolutionCode1
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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