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 11511175 of 1459 papers

TitleStatusHype
Hyperspectral Image Denoising via Multi-modal and Double-weighted Tensor Nuclear Norm0
Hyperspectral Image Restoration via Total Variation Regularized Low-rank Tensor Decomposition0
I Can See Clearly Now : Image Restoration via De-Raining0
Identity-guided Face Generation with Multi-modal Contour Conditions0
IFR: Iterative Fusion Based Recognizer For Low Quality Scene Text Recognition0
iiTransformer: A Unified Approach to Exploiting Local and Non-Local Information for Image Restoration0
Image Deblurring using GAN0
Image denoising based on improved data-driven sparse representation0
Image Denoising Via Collaborative Support-Agnostic Recovery0
Image denoising with generalized Gaussian mixture model patch priors0
Image Desaturation for SDO/AIA Using Deep Learning0
Image Inpainting Using Directional Tensor Product Complex Tight Framelets0
Image Inpainting using Partial Convolution0
Image Quality Assessment for Perceptual Image Restoration: A New Dataset, Benchmark and Metric0
Image Restoration: A Comparative Analysis of Image De noising Using Different Spatial Filtering Techniques0
Image Restoration: A General Wavelet Frame Based Model and Its Asymptotic Analysis0
Image Restoration and Reconstruction using Variable Splitting and Class-adapted Image Priors0
Image Restoration by Combined Order Regularization with Optimal Spatial Adaptation0
Image Restoration by Deep Projected GSURE0
Image Restoration by Estimating Frequency Distribution of Local Patches0
Progressive Image Super-Resolution via Neural Differential Equation0
Image Restoration for Remote Sensing: Overview and Toolbox0
Image Restoration for Under-Display Camera0
Image Restoration from Parametric Transformations using Generative Models0
Image Restoration from Patch-based Compressed Sensing Measurement0
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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