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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–400 of 1459 papers

TitleStatusHype
Half Wavelet Attention on M-Net+ for Low-Light Image EnhancementCode1
HiFaceGAN: Face Renovation via Collaborative Suppression and ReplenishmentCode1
Accelerating Multiframe Blind Deconvolution via Deep LearningCode1
CycleISP: Real Image Restoration via Improved Data SynthesisCode1
AutoDIR: Automatic All-in-One Image Restoration with Latent DiffusionCode1
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-ResolutionCode1
MOFA: A Model Simplification Roadmap for Image Restoration on Mobile DevicesCode1
Motion-Guided Latent Diffusion for Temporally Consistent Real-world Video Super-resolutionCode1
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather ConditionsCode1
Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer AggregationCode1
Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI ReconstructionCode1
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
GroupCDL: Interpretable Denoising and Compressed Sensing MRI via Learned Group-Sparsity and Circulant AttentionCode1
High-Fidelity Document Stain Removal via A Large-Scale Real-World Dataset and A Memory-Augmented TransformerCode1
BokehOrNot: Transforming Bokeh Effect with Image Transformer and Lens Metadata EmbeddingCode1
A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse ArtifactsCode1
Generating Aligned Pseudo-Supervision from Non-Aligned Data for Image Restoration in Under-Display CameraCode1
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral PerspectiveCode1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image RestorationCode1
Noise2Noise: Learning Image Restoration without Clean DataCode1
Generative Modeling with Optimal Transport MapsCode1
OAPT: Offset-Aware Partition Transformer for Double JPEG Artifacts RemovalCode1
Ab-initio Contrast Estimation and Denoising of Cryo-EM ImagesCode1
Cross-Scale Internal Graph Neural Network for Image Super-ResolutionCode1
FriendNet: Detection-Friendly Dehazing NetworkCode1
Cross Aggregation Transformer for Image RestorationCode1
PD-GAN: Probabilistic Diverse GAN for Image InpaintingCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image RestorationCode1
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
GenISP: Neural ISP for Low-Light Machine CognitionCode1
Flare-Free Vision: Empowering Uformer with Depth InsightsCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
Focal Network for Image RestorationCode1
Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object DetectionCode1
Exploring and Evaluating Image Restoration Potential in Dynamic ScenesCode1
PromptCIR: Blind Compressed Image Restoration with Prompt LearningCode1
PromptHSI: Universal Hyperspectral Image Restoration with Vision-Language Modulated Frequency AdaptationCode1
Exploring the potential of channel interactions for image restorationCode1
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather RemovalCode1
Forward-only Diffusion Probabilistic ModelsCode1
Reciprocal Attention Mixing Transformer for Lightweight Image RestorationCode1
Attention-Guided Low-Rank Tensor CompletionCode1
Real-World Image Super-Resolution by Exclusionary Dual-LearningCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
Diffusion Posterior Proximal Sampling for Image RestorationCode1
Exploiting Deep Generative Prior for Versatile Image Restoration and ManipulationCode1
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
Show:102550
← PrevPage 8 of 30Next →
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