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 201225 of 1459 papers

TitleStatusHype
Burstormer: Burst Image Restoration and Enhancement TransformerCode1
CAIR: Fast and Lightweight Multi-Scale Color Attention Network for Instagram Filter RemovalCode1
Diffusion State-Guided Projected Gradient for Inverse ProblemsCode1
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather ConditionsCode1
A Regularization-Guided Equivariant Approach for Image RestorationCode1
Image Restoration by Iterative Denoising and Backward ProjectionsCode1
Deep Image Semantic Communication Model for Artificial Intelligent Internet of ThingsCode1
Deep Generalized Unfolding Networks for Image RestorationCode1
Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI ReconstructionCode1
GroupCDL: Interpretable Denoising and Compressed Sensing MRI via Learned Group-Sparsity and Circulant AttentionCode1
Deep Convolutional Dictionary Learning for Image DenoisingCode1
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-ResolutionCode1
DREB-Net: Dual-stream Restoration Embedding Blur-feature Fusion Network for High-mobility UAV Object DetectionCode1
DRT: A Lightweight Single Image Deraining Recursive TransformerCode1
All-in-One Image Compression and RestorationCode1
Dual Pixel Exploration: Simultaneous Depth Estimation and Image RestorationCode1
CLEARER: Multi-Scale Neural Architecture Search for Image RestorationCode1
Adaptive Blind All-in-One Image RestorationCode1
Deep Atrous Guided Filter for Image Restoration in Under Display CamerasCode1
Deep Blind Video Super-resolutionCode1
As if by magic: self-supervised training of deep despeckling networks with MERLINCode1
Deep Equilibrium Diffusion Restoration with Parallel SamplingCode1
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
Decoupled Data Consistency with Diffusion Purification for Image RestorationCode1
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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