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
Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration—0
Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networks—0
UniCoRN: Latent Diffusion-based Unified Controllable Image Restoration Network across Multiple Degradations—0
DIPLI: Deep Image Prior Lucky Imaging for Blind Astronomical Image Restoration—0
Efficient Bayesian Computation Using Plug-and-Play Priors for Poisson Inverse Problems—0
SIR-DIFF: Sparse Image Sets Restoration with Multi-View Diffusion Model—0
Towards properties of adversarial image perturbations—0
Intra and Inter Parser-Prompted Transformers for Effective Image RestorationCode0
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
Decouple to Reconstruct: High Quality UHD Restoration via Active Feature Disentanglement and Reversible Fusion—0
Pathology Image Restoration via Mixture of PromptsCode0
InverseBench: Benchmarking Plug-and-Play Diffusion Priors for Inverse Problems in Physical Sciences—0
Dream-IF: Dynamic Relative EnhAnceMent for Image Fusion—0
Hybrid Agents for Image Restoration—0
Multi-Agent Image Restoration—0
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather RemovalCode1
MP-HSIR: A Multi-Prompt Framework for Universal Hyperspectral Image RestorationCode1
QUIET-SR: Quantum Image Enhancement Transformer for Single Image Super-Resolution—0
Boosting Diffusion-Based Text Image Super-Resolution Model Towards Generalized Real-World Scenarios—0
ERetinex: Event Camera Meets Retinex Theory for Low-Light Image EnhancementCode0
Rapid Bone Scintigraphy Enhancement via Semantic Prior Distillation from Segment Anything Model—0
Hyperspectral Image Restoration and Super-resolution with Physics-Aware Deep Learning for Biomedical Applications—0
Reconciling Stochastic and Deterministic Strategies for Zero-shot Image Restoration using Diffusion Model in DualCode1
MRI super-resolution reconstruction using efficient diffusion probabilistic model with residual shiftingCode1
Wavelet-Enhanced Desnowing: A Novel Single Image Restoration Approach for Traffic Surveillance under Adverse Weather Conditions—0
Dynamic Degradation Decomposition Network for All-in-One Image Restoration—0
Multi-level Attention-guided Graph Neural Network for Image Restoration—0
RetinaRegen: A Hybrid Model for Readability and Detail Restoration in Fundus Images—0
Self-supervised conformal prediction for uncertainty quantification in Poisson imaging problems—0
RestoreGrad: Signal Restoration Using Conditional Denoising Diffusion Models with Jointly Learned Prior—0
Compression-Aware One-Step Diffusion Model for JPEG Artifact RemovalCode2
Image Super-Resolution with Guarantees via Conformalized Generative Models—0
MRS: A Fast Sampler for Mean Reverting Diffusion based on ODE and SDE Solvers—0
UniDB: A Unified Diffusion Bridge Framework via Stochastic Optimal ControlCode1
Self-supervised Conformal Prediction for Uncertainty Quantification in Imaging Problems—0
All-in-One Image Compression and RestorationCode1
Efficient Image Restoration via Latent Consistency Flow Matching—0
Blind Visible Watermark Removal with Morphological Dilation—0
Compressed Image Generation with Denoising Diffusion Codebook ModelsCode2
Shape from Semantics: 3D Shape Generation from Multi-View Semantics—0
MatIR: A Hybrid Mamba-Transformer Image Restoration ModelCode1
Integrating Spatial and Frequency Information for Under-Display Camera Image Restoration—0
Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration—0
CausalSR: Structural Causal Model-Driven Super-Resolution with Counterfactual InferenceCode0
Universal Image Restoration Pre-training via Degradation ClassificationCode2
CDI: Blind Image Restoration Fidelity Evaluation based on Consistency with Degraded Image—0
INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration—0
Binary Diffusion Probabilistic Model—0
UniUIR: Considering Underwater Image Restoration as An All-in-One Learner—0
FDG-Diff: Frequency-Domain-Guided Diffusion Framework for Compressed Hazy Image RestorationCode0
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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