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
Basic Binary Convolution Unit for Binarized Image Restoration NetworkCode1
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
High-Fidelity Document Stain Removal via A Large-Scale Real-World Dataset and A Memory-Augmented TransformerCode1
CycleISP: Real Image Restoration via Improved Data SynthesisCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
AutoDIR: Automatic All-in-One Image Restoration with Latent DiffusionCode1
Real-time 6K Image Rescaling with Rate-distortion OptimizationCode1
Decoupling Degradations with Recurrent Network for Video Restoration in Under-Display CameraCode1
Deep Atrous Guided Filter for Image Restoration in Under Display CamerasCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-ResolutionCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned GuidanceCode1
Flare-Free Vision: Empowering Uformer with Depth InsightsCode1
Deep Convolutional Dictionary Learning for Image DenoisingCode1
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier DomainCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
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
Deep Image PriorCode1
Memory-Efficient Hierarchical Neural Architecture Search for Image DenoisingCode1
Deep Image Semantic Communication Model for Artificial Intelligent Internet of ThingsCode1
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-ResolutionCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
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
Ab-initio Contrast Estimation and Denoising of Cryo-EM ImagesCode1
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
Learning Deep Interleaved Networks with Asymmetric Co-Attention for Image RestorationCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
Learning Distortion Invariant Representation for Image Restoration from A Causality PerspectiveCode1
Learning from History: Task-agnostic Model Contrastive Learning for Image RestorationCode1
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image RestorationCode1
Cross Aggregation Transformer for Image RestorationCode1
Deep Plug-and-Play Super-Resolution for Arbitrary Blur KernelsCode1
Learning Self-prior for Mesh Denoising using Dual Graph Convolutional NetworksCode1
Deep Random Projector: Accelerated Deep Image PriorCode1
Deep Reparametrization of Multi-Frame Super-Resolution and DenoisingCode1
Learning to Deblur using Light Field Generated and Real Defocus ImagesCode1
Blind Inverse Gamma Correction with Maximized Differential EntropyCode1
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