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 251–300 of 1459 papers

TitleStatusHype
Under-Display Camera Image Restoration with Scattering EffectCode1
Strip Attention for Image RestorationCode1
Physics-Driven Turbulence Image Restoration with Stochastic RefinementCode1
Text-guided Image Restoration and Semantic Enhancement for Text-to-Image Person RetrievalCode1
LUCYD: A Feature-Driven Richardson-Lucy Deconvolution NetworkCode1
ProRes: Exploring Degradation-aware Visual Prompt for Universal Image RestorationCode1
Accelerating Multiframe Blind Deconvolution via Deep LearningCode1
TransRef: Multi-Scale Reference Embedding Transformer for Reference-Guided Image InpaintingCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
Illumination Controllable Dehazing Network based on Unsupervised Retinex EmbeddingCode1
HQ-50K: A Large-scale, High-quality Dataset for Image RestorationCode1
BokehOrNot: Transforming Bokeh Effect with Image Transformer and Lens Metadata EmbeddingCode1
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image RestorationCode1
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather ConditionsCode1
UniINR: Event-guided Unified Rolling Shutter Correction, Deblurring, and InterpolationCode1
WaveDM: Wavelet-Based Diffusion Models for Image RestorationCode1
Restore Anything Pipeline: Segment Anything Meets Image RestorationCode1
Reciprocal Attention Mixing Transformer for Lightweight Image RestorationCode1
Principal Uncertainty Quantification with Spatial Correlation for Image Restoration ProblemsCode1
SS-BSN: Attentive Blind-Spot Network for Self-Supervised Denoising with Nonlocal Self-SimilarityCode1
A Mountain-Shaped Single-Stage Network for Accurate Image RestorationCode1
A Variational Perspective on Solving Inverse Problems with Diffusion ModelsCode1
IRNeXt: Rethinking Convolutional Network Design for Image RestorationCode1
Revisiting Implicit Neural Representations in Low-Level VisionCode1
Bitstream-Corrupted JPEG Images are Restorable: Two-stage Compensation and Alignment Framework for Image RestorationCode1
Selective Frequency Network for Image RestorationCode1
Generating Aligned Pseudo-Supervision from Non-Aligned Data for Image Restoration in Under-Display CameraCode1
Towards an Effective and Efficient Transformer for Rain-by-snow Weather RemovalCode1
Burstormer: Burst Image Restoration and Enhancement TransformerCode1
Real-time 6K Image Rescaling with Rate-distortion OptimizationCode1
Toward DNN of LUTs: Learning Efficient Image Restoration with Multiple Look-Up TablesCode1
Inversion by Direct Iteration: An Alternative to Denoising Diffusion for Image RestorationCode1
Contrastive Semi-supervised Learning for Underwater Image Restoration via Reliable BankCode1
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection StrategyCode1
Learning Distortion Invariant Representation for Image Restoration from A Causality PerspectiveCode1
Structured Kernel Estimation for Photon-Limited DeconvolutionCode1
Retinal Image Restoration using Transformer and Cycle-Consistent Generative Adversarial NetworkCode1
Simulating analogue film damage to analyse and improve artefact restoration on high-resolution scansCode1
Mixed Hierarchy Network for Image RestorationCode1
Robust Unsupervised StyleGAN Image RestorationCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
LVRNet: Lightweight Image Restoration for Aerial Images under Low VisibilityCode1
Context-Aware Pretraining for Efficient Blind Image DecompositionCode1
Comprehensive and Delicate: An Efficient Transformer for Image RestorationCode1
Self-supervised Monocular Underwater Depth Recovery, Image Restoration, and a Real-sea Video DatasetCode1
Ingredient-Oriented Multi-Degradation Learning for Image RestorationCode1
Deep Random Projector: Accelerated Deep Image PriorCode1
Focal Network for Image RestorationCode1
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow RemovalCode1
QC-StyleGAN -- Quality Controllable Image Generation and ManipulationCode1
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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