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 1001–1025 of 1459 papers

TitleStatusHype
Deshadow-Anything: When Segment Anything Model Meets Zero-shot shadow removal—0
Designing A Composite Dictionary Adaptively From Joint Examples—0
DiffBody: Human Body Restoration by Imagining with Generative Diffusion Prior—0
DiffGAR: Model-Agnostic Restoration from Generative Artifacts Using Image-to-Image Diffusion Models—0
Diff-Restorer: Unleashing Visual Prompts for Diffusion-based Universal Image Restoration—0
DiffStereo: High-Frequency Aware Diffusion Model for Stereo Image Restoration—0
Diff-Unfolding: A Model-Based Score Learning Framework for Inverse Problems—0
Diffusion Image Prior—0
Diffusion Methods for Classification with Pairwise Relationships—0
Diffusion Model-based FOD Restoration from High Distortion in dMRI—0
Dilated Strip Attention Network for Image Restoration—0
DILIE: Deep Internal Learning for Image Enhancement—0
DIPLI: Deep Image Prior Lucky Imaging for Blind Astronomical Image Restoration—0
Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration—0
Discriminative Transfer Learning for General Image Restoration—0
Disparity-Aware Domain Adaptation in Stereo Image Restoration—0
Distilling Semantic Priors from SAM to Efficient Image Restoration Models—0
Generative and Discriminative Learning for Distorted Image Restoration—0
Distributed Learning and Inference with Compressed Images—0
Distribution-aware Dataset Distillation for Efficient Image Restoration—0
DIVA: Deep Unfolded Network from Quantum Interactive Patches for Image Restoration—0
DN-ResNet: Efficient Deep Residual Network for Image Denoising—0
Double-Diffusion: Diffusion Conditioned Diffusion Probabilistic Model For Air Quality Prediction—0
DPMambaIR:All-in-One Image Restoration via Degradation-Aware Prompt State Space Model—0
Dream-IF: Dynamic Relative EnhAnceMent for Image Fusion—0
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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