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
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image RestorationCode1
Deformable Kernel Networks for Joint Image FilteringCode1
Accelerating Multiframe Blind Deconvolution via Deep LearningCode1
On-Demand Learning for Deep Image RestorationCode1
Hypernetwork-Based Adaptive Image RestorationCode1
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-ResolutionCode1
CycleISP: Real Image Restoration via Improved Data SynthesisCode1
Illumination Controllable Dehazing Network based on Unsupervised Retinex EmbeddingCode1
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection StrategyCode1
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned GuidanceCode1
Image Restoration by Iterative Denoising and Backward ProjectionsCode1
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
AutoDIR: Automatic All-in-One Image Restoration with Latent DiffusionCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
Dynamic Contrastive Knowledge Distillation for Efficient Image RestorationCode1
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-ResolutionCode1
OAPT: Offset-Aware Partition Transformer for Double JPEG Artifacts RemovalCode1
OFTSR: One-Step Flow for Image Super-Resolution with Tunable Fidelity-Realism Trade-offsCode1
Ab-initio Contrast Estimation and Denoising of Cryo-EM ImagesCode1
A Practical Contrastive Learning Framework for Single-Image Super-ResolutionCode1
Ingredient-Oriented Multi-Degradation Learning for Image RestorationCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
Improving Image Restoration through Removing Degradations in Textual RepresentationsCode1
A Preliminary Study for GPT-4o on Image RestorationCode1
InstructRestore: Region-Customized Image Restoration with Human InstructionsCode1
IRBridge: Solving Image Restoration Bridge with Pre-trained Generative Diffusion ModelsCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
Cross Aggregation Transformer for Image RestorationCode1
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed ImagesCode1
On the Posterior Distribution in Denoising: Application to Uncertainty QuantificationCode1
Neural Sparse Representation for Image RestorationCode1
NM-FlowGAN: Modeling sRGB Noise without Paired Images using a Hybrid Approach of Normalizing Flows and GANCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Neural Degradation Representation Learning for All-In-One Image RestorationCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
LayeredDoc: Domain Adaptive Document Restoration with a Layer Separation ApproachCode1
Learning to Deblur using Light Field Generated and Real Defocus ImagesCode1
Noise2Noise: Learning Image Restoration without Clean DataCode1
Learning A Coarse-to-Fine Diffusion Transformer for Image RestorationCode1
Attention-Guided Low-Rank Tensor CompletionCode1
Learning A Locally Unified 3D Point Cloud for View SynthesisCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
Diffusion Posterior Proximal Sampling for Image RestorationCode1
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
Diffusion Priors for Variational Likelihood Estimation and Image DenoisingCode1
Attention Cube Network for Image RestorationCode1
A Mountain-Shaped Single-Stage Network for Accurate Image RestorationCode1
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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