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 201–250 of 1459 papers

TitleStatusHype
Burstormer: Burst Image Restoration and Enhancement TransformerCode1
CAIR: Fast and Lightweight Multi-Scale Color Attention Network for Instagram Filter RemovalCode1
Accelerating Multiframe Blind Deconvolution via Deep LearningCode1
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
Image Restoration via Frequency SelectionCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Ingredient-Oriented Multi-Degradation Learning for Image RestorationCode1
Deep Plug-and-Play Super-Resolution for Arbitrary Blur KernelsCode1
Blind Inverse Gamma Correction with Maximized Differential EntropyCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image RestorersCode1
Dynamic Contrastive Knowledge Distillation for Efficient Image RestorationCode1
Deep Random Projector: Accelerated Deep Image PriorCode1
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image RestorationCode1
Deep Plug-and-Play Prior for Hyperspectral Image RestorationCode1
Deep Reparametrization of Multi-Frame Super-Resolution and DenoisingCode1
Image Demoireing with Learnable Bandpass FiltersCode1
Adaptive Blind All-in-One Image RestorationCode1
Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration NetworkCode1
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-ResolutionCode1
As if by magic: self-supervised training of deep despeckling networks with MERLINCode1
Learning Conditional Knowledge Distillation for Degraded-Reference Image Quality AssessmentCode1
Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed ImagesCode1
Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier DomainCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
COLA-Net: Collaborative Attention Network for Image RestorationCode1
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionCode1
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
Illumination Controllable Dehazing Network based on Unsupervised Retinex EmbeddingCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Image Generation With Neural Cellular AutomatasCode1
Compound Multi-branch Feature Fusion for Real Image RestorationCode1
Bitstream-Corrupted JPEG Images are Restorable: Two-stage Compensation and Alignment Framework for Image RestorationCode1
Annular Computational Imaging: Capture Clear Panoramic Images through Simple LensCode1
Deep Image PriorCode1
Exploiting Raw Images for Real-Scene Super-ResolutionCode1
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object DetectionCode1
BIGPrior: Towards Decoupling Learned Prior Hallucination and Data Fidelity in Image RestorationCode1
Priors in Deep Image Restoration and Enhancement: A SurveyCode1
HQ-50K: A Large-scale, High-quality Dataset for Image RestorationCode1
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image RestorationCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Asymmetric Mask Scheme for Self-Supervised Real Image DenoisingCode1
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image RestorationCode1
ConStyle v2: A Strong Prompter for All-in-One Image RestorationCode1
Flare-Free Vision: Empowering Uformer with Depth InsightsCode1
Focal Network for Image RestorationCode1
Deep Semantic Statistics Matching (D2SM) Denoising NetworkCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
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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