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 351–400 of 1459 papers

TitleStatusHype
Denoising as Adaptation: Noise-Space Domain Adaptation for Image RestorationCode2
MFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare RemovalCode1
Revitalizing Convolutional Network for Image RestorationCode2
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionCode1
Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven SolutionCode1
Diffusion Model-based FOD Restoration from High Distortion in dMRI—0
Restorer: Removing Multi-Degradation with All-Axis Attention and Prompt GuidanceCode0
Diffusion-Based Adaptation for Classification of Unknown Degraded ImagesCode0
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided TransformerCode2
3D CBCT Challenge 2024: Improved Cone Beam CT Reconstruction using SwinIR-Based Sinogram and Image Enhancement—0
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
DDR: Exploiting Deep Degradation Response as Flexible Image DescriptorCode0
LayeredDoc: Domain Adaptive Document Restoration with a Layer Separation ApproachCode1
One-Step Effective Diffusion Network for Real-World Image Super-ResolutionCode4
Beware of Aliases -- Signal Preservation is Crucial for Robust Image Restoration—0
Unleashing the Denoising Capability of Diffusion Prior for Solving Inverse ProblemsCode1
Optimal Eye Surgeon: Finding Image Priors through Sparse Generators at InitializationCode0
Diffusion-based image inpainting with internal learningCode0
Correlation Matching Transformation Transformers for UHD Image RestorationCode2
All-In-One Medical Image Restoration via Task-Adaptive RoutingCode2
Sharing Key Semantics in Transformer Makes Efficient Image RestorationCode0
Blind Image Restoration via Fast Diffusion InversionCode3
Fast Samplers for Inverse Problems in Iterative Refinement ModelsCode0
Looks Too Good To Be True: An Information-Theoretic Analysis of Hallucinations in Generative Restoration Models—0
Efficient Degradation-aware Any Image Restoration—0
Blaze3DM: Marry Triplane Representation with Diffusion for 3D Medical Inverse Problem Solving—0
Hierarchical Uncertainty Exploration via Feedforward Posterior Trees—0
Efficient Visual State Space Model for Image DeblurringCode2
Perceptual Fairness in Image Restoration—0
DARK: Denoising, Amplification, Restoration KitCode0
Spatial-aware Attention Generative Adversarial Network for Semi-supervised Anomaly Detection in Medical ImageCode1
A New Cross-Space Total Variation Regularization Model for Color Image Restoration with Quaternion Blur Operator—0
Emphasizing Crucial Features for Efficient Image RestorationCode0
A Versatile Framework for Analyzing Galaxy Image Data by Implanting Human-in-the-loop on a Large Vision Model—0
RSDehamba: Lightweight Vision Mamba for Remote Sensing Satellite Image Dehazing—0
NTIRE 2024 Restore Any Image Model (RAIM) in the Wild Challenge—0
FRRffusion: Unveiling Authenticity with Diffusion-Based Face Retouching ReversalCode0
RPBG: Towards Robust Neural Point-based Graphics in the WildCode1
DocRes: A Generalist Model Toward Unifying Document Image Restoration TasksCode4
Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image RestorationCode2
Deep Image Restoration For Image Anti-ForensicsCode0
SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image DenoisingCode2
Reconstructing Satellites in 3D from Amateur Telescope Images—0
PromptCIR: Blind Compressed Image Restoration with Prompt LearningCode1
One-Shot Image Restoration—0
NTIRE 2024 Quality Assessment of AI-Generated Content Challenge—0
A Survey on Visual MambaCode4
A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-ResolutionCode2
Face2Face: Label-driven Facial Retouching Restoration—0
CRNet: A Detail-Preserving Network for Unified Image Restoration and Enhancement TaskCode2
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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