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 301–325 of 1459 papers

TitleStatusHype
Basic Binary Convolution Unit for Binarized Image Restoration NetworkCode1
Image Restoration by Iterative Denoising and Backward ProjectionsCode1
Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier DomainCode1
Deep Plug-and-Play Prior for Hyperspectral Image RestorationCode1
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather ConditionsCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-ResolutionCode1
Half Wavelet Attention on M-Net+ for Low-Light Image EnhancementCode1
Decoupling Degradations with Recurrent Network for Video Restoration in Under-Display CameraCode1
Deep Atrous Guided Filter for Image Restoration in Under Display CamerasCode1
Enlighten Anything: When Segment Anything Model Meets Low-Light Image EnhancementCode1
Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration NetworkCode1
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image RestorationCode1
Enhancing Intrinsic Adversarial Robustness via Feature Pyramid DecoderCode1
EnlightenGAN: Deep Light Enhancement without Paired SupervisionCode1
Deep Convolutional Dictionary Learning for Image DenoisingCode1
Real-time 6K Image Rescaling with Rate-distortion OptimizationCode1
CycleISP: Real Image Restoration via Improved Data SynthesisCode1
AutoDIR: Automatic All-in-One Image Restoration with Latent DiffusionCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
Deep Semantic Statistics Matching (D2SM) Denoising NetworkCode1
End-to-End Learning for Joint Image Demosaicing, Denoising and Super-ResolutionCode1
Deep Image PriorCode1
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