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 101–150 of 1459 papers

TitleStatusHype
Learning A Sparse Transformer Network for Effective Image DerainingCode2
DiffIR: Efficient Diffusion Model for Image RestorationCode2
KBNet: Kernel Basis Network for Image RestorationCode2
Efficient and Explicit Modelling of Image Hierarchies for Image RestorationCode2
I^2SB: Image-to-Image Schrödinger BridgeCode2
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
Efficient Frequency Domain-based Transformers for High-Quality Image DeblurringCode2
A Survey of Deep Face Restoration: Denoise, Super-Resolution, Deblur, Artifact RemovalCode2
Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and RestorationCode2
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion ModelsCode2
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided NetworkCode2
Unsupervised Night Image Enhancement: When Layer Decomposition Meets Light-Effects SuppressionCode2
Towards Efficient and Scale-Robust Ultra-High-Definition Image DemoireingCode2
SUNet: Swin Transformer UNet for Image DenoisingCode2
Deep Constrained Least Squares for Blind Image Super-ResolutionCode2
Denoising Diffusion Restoration ModelsCode2
All-in-One Image Restoration for Unknown CorruptionCode2
Improving Image Restoration by Revisiting Global Information AggregationCode2
GAN Inversion: A SurveyCode2
Mean Deviation Similarity Index: Efficient and Reliable Full-Reference Image Quality EvaluatorCode2
LD-RPS: Zero-Shot Unified Image Restoration via Latent Diffusion Recurrent Posterior SamplingCode1
Visual-Instructed Degradation Diffusion for All-in-One Image RestorationCode1
Unsupervised Imaging Inverse Problems with Diffusion Distribution MatchingCode1
IRBridge: Solving Image Restoration Bridge with Pre-trained Generative Diffusion ModelsCode1
Boosting All-in-One Image Restoration via Self-Improved Privilege LearningCode1
URWKV: Unified RWKV Model with Multi-state Perspective for Low-light Image RestorationCode1
A Regularization-Guided Equivariant Approach for Image RestorationCode1
Freqformer: Image-Demoiréing Transformer via Efficient Frequency DecompositionCode1
MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image RecoveryCode1
Forward-only Diffusion Probabilistic ModelsCode1
Deep Learning-Driven Ultra-High-Definition Image Restoration: A SurveyCode1
Continuous Representation Methods, Theories, and Applications: An Overview and PerspectivesCode1
A Preliminary Study for GPT-4o on Image RestorationCode1
Image Restoration via Multi-domain LearningCode1
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image RestorationCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
InstructRestore: Region-Customized Image Restoration with Human InstructionsCode1
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
MP-HSIR: A Multi-Prompt Framework for Universal Hyperspectral Image RestorationCode1
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather RemovalCode1
MRI super-resolution reconstruction using efficient diffusion probabilistic model with residual shiftingCode1
Reconciling Stochastic and Deterministic Strategies for Zero-shot Image Restoration using Diffusion Model in DualCode1
UniDB: A Unified Diffusion Bridge Framework via Stochastic Optimal ControlCode1
All-in-One Image Compression and RestorationCode1
MatIR: A Hybrid Mamba-Transformer Image Restoration ModelCode1
Underwater Image Restoration Through a Prior Guided Hybrid Sense Approach and Extensive Benchmark AnalysisCode1
LP-Diff: Towards Improved Restoration of Real-World Degraded License PlateCode1
UHD-processer: Unified UHD Image Restoration with Progressive Frequency Learning and Degradation-aware PromptsCode1
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
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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