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 226–250 of 1459 papers

TitleStatusHype
COLA-Net: Collaborative Attention Network for Image RestorationCode1
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionCode1
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-TransformerCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
Bitstream-Corrupted JPEG Images are Restorable: Two-stage Compensation and Alignment Framework for Image RestorationCode1
Annular Computational Imaging: Capture Clear Panoramic Images through Simple LensCode1
Diffusion State-Guided Projected Gradient for Inverse ProblemsCode1
BIGPrior: Towards Decoupling Learned Prior Hallucination and Data Fidelity in Image RestorationCode1
Diffusion Priors for Variational Likelihood Estimation and Image DenoisingCode1
Learning Conditional Knowledge Distillation for Degraded-Reference Image Quality AssessmentCode1
Learning Deep Interleaved Networks with Asymmetric Co-Attention for Image RestorationCode1
Divide-and-Conquer Posterior Sampling for Denoising Diffusion PriorsCode1
Priors in Deep Image Restoration and Enhancement: A SurveyCode1
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image RestorationCode1
UniINR: Event-guided Unified Rolling Shutter Correction, Deblurring, and InterpolationCode1
Conformer and Blind Noisy Students for Improved Image Quality AssessmentCode1
Asymmetric Mask Scheme for Self-Supervised Real Image DenoisingCode1
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic ModelsCode1
ConStyle v2: A Strong Prompter for All-in-One Image RestorationCode1
Diffusion Posterior Proximal Sampling for Image RestorationCode1
Look-Up Table Compression for Efficient Image RestorationCode1
Beyond Degradation Conditions: All-in-One Image Restoration via HOG TransformersCode1
Combining Weighted Total Variation and Deep Image Prior for natural and medical image restoration via ADMMCode1
Show:102550
← PrevPage 10 of 59Next →
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