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 551–575 of 1459 papers

TitleStatusHype
Image Desaturation for SDO/AIA Using Deep Learning—0
Image Restoration and Reconstruction using Variable Splitting and Class-adapted Image Priors—0
EAM: Enhancing Anything with Diffusion Transformers for Blind Super-Resolution—0
The Neural Tangent Link Between CNN Denoisers and Non-Local Filters—0
D-YOLO a robust framework for object detection in adverse weather conditions—0
A Set-Theoretic Study of the Relationships of Image Models and Priors for Restoration Problems—0
Dynamic Image Restoration and Fusion Based on Dynamic Degradation—0
Dynamic Degradation Decomposition Network for All-in-One Image Restoration—0
CLII: Visual-Text Inpainting via Cross-Modal Predictive Interaction—0
Generalizable Denoising of Microscopy Images using Generative Adversarial Networks and Contrastive Learning—0
A Review on Deep Learning in Medical Image Reconstruction—0
Dynamic Association Learning of Self-Attention and Convolution in Image Restoration—0
Dynamically Unfolding Recurrent Restorer: A Moving Endpoint Control Method for Image Restoration—0
Dual Prompting Image Restoration with Diffusion Transformers—0
Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration—0
CLEAR: Covariant LEAst-square Re-fitting with applications to image restoration—0
ClassPruning: Speed Up Image Restoration Networks by Dynamic N:M Pruning—0
Dual-former: Hybrid Self-attention Transformer for Efficient Image Restoration—0
A Robust Variational Model for Positive Image Deconvolution—0
I Can See Clearly Now : Image Restoration via De-Raining—0
Dual Ascent Diffusion for Inverse Problems—0
Clarity ChatGPT: An Interactive and Adaptive Processing System for Image Restoration and Enhancement—0
Dropout the High-rate Downsampling: A Novel Design Paradigm for UHD Image Restoration—0
Circular Image Deturbulence using Quasi-conformal Geometry—0
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges—0
Show:102550
← PrevPage 23 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