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

Showing 126150 of 1459 papers

TitleStatusHype
Atlantis: Enabling Underwater Depth Estimation with Stable DiffusionCode1
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic ModelsCode1
Asymmetric Mask Scheme for Self-Supervised Real Image DenoisingCode1
Deep Image Semantic Communication Model for Artificial Intelligent Internet of ThingsCode1
A Survey on Leveraging Pre-trained Generative Adversarial Networks for Image Editing and RestorationCode1
Priors in Deep Image Restoration and Enhancement: A SurveyCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
Deep Image PriorCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image RestorationCode1
Accurate Image Restoration with Attention Retractable TransformerCode1
Dynamic Attentive Graph Learning for Image RestorationCode1
Deep Convolutional Dictionary Learning for Image DenoisingCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
(ASNA) An Attention-based Siamese-Difference Neural Network with Surrogate Ranking Loss function for Perceptual Image Quality AssessmentCode1
Deep Blind Video Super-resolutionCode1
Deep Equilibrium Diffusion Restoration with Parallel SamplingCode1
Dynamic Contrastive Knowledge Distillation for Efficient Image RestorationCode1
As if by magic: self-supervised training of deep despeckling networks with MERLINCode1
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
Adaptive Blind All-in-One Image RestorationCode1
All-in-One Image Compression and RestorationCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
Data augmentation for deep learning based accelerated MRI reconstruction with limited dataCode1
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
Show:102550
← PrevPage 6 of 59Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72Unverified
2SRUDCAverage PSNR (dB)27.64Unverified
3RestormerAverage PSNR (dB)26.99Unverified
4WGWSNetAverage PSNR (dB)26.96Unverified
5DGUNetAverage PSNR (dB)26.92Unverified
6OKNetAverage PSNR (dB)26.33Unverified
7MIRNetAverage PSNR (dB)25.97Unverified
8PromptIRAverage PSNR (dB)25.9Unverified
9MPRNetAverage PSNR (dB)25.47Unverified
10MIRNetv2Average PSNR (dB)25.37Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42Unverified
2ESDNetPSNR22.12Unverified
#ModelMetricClaimedVerifiedStatus
1730L37Unverified