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 301–350 of 1459 papers

TitleStatusHype
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image RestorationCode1
Half Wavelet Attention on M-Net+ for Low-Light Image EnhancementCode1
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
CycleISP: Real Image Restoration via Improved Data SynthesisCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Bayesian Image Super-Resolution with Deep Modeling of Image StatisticsCode1
HQ-50K: A Large-scale, High-quality Dataset for Image RestorationCode1
AutoDIR: Automatic All-in-One Image Restoration with Latent DiffusionCode1
Deep Atrous Guided Filter for Image Restoration in Under Display CamerasCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Deep Blind Video Super-resolutionCode1
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-ResolutionCode1
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned GuidanceCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Deep Convolutional Dictionary Learning for Image DenoisingCode1
Flare-Free Vision: Empowering Uformer with Depth InsightsCode1
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
Deep Equilibrium Diffusion Restoration with Parallel SamplingCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image RestorationCode1
Deep Image PriorCode1
Memory-Efficient Hierarchical Neural Architecture Search for Image DenoisingCode1
Deep Image Semantic Communication Model for Artificial Intelligent Internet of ThingsCode1
Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier DomainCode1
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-ResolutionCode1
BIGPrior: Towards Decoupling Learned Prior Hallucination and Data Fidelity in Image RestorationCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
Annular Computational Imaging: Capture Clear Panoramic Images through Simple LensCode1
Bitstream-Corrupted JPEG Images are Restorable: Two-stage Compensation and Alignment Framework for Image RestorationCode1
Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration NetworkCode1
Ab-initio Contrast Estimation and Denoising of Cryo-EM ImagesCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionCode1
Learning Degradation Representations for Image DeblurringCode1
Learning Enriched Features for Real Image Restoration and EnhancementCode1
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image RestorationCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
Deep Plug-and-Play Super-Resolution for Arbitrary Blur KernelsCode1
Learning Prior Feature and Attention Enhanced Image InpaintingCode1
Deep Random Projector: Accelerated Deep Image PriorCode1
Deep Reparametrization of Multi-Frame Super-Resolution and DenoisingCode1
Learning Structral coherence Via Generative Adversarial Network for Single Image Super-ResolutionCode1
Cross Aggregation Transformer for Image RestorationCode1
Deep Semantic Statistics Matching (D2SM) Denoising NetworkCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
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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