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 961970 of 1459 papers

TitleStatusHype
Modular Degradation Simulation and Restoration for Under-Display CameraCode0
A Validation Approach to Over-parameterized Matrix and Image Recovery0
Near-Field SAR Image Restoration Based On Two Dimensional Spatial-Variant Deconvolution0
MIPI 2022 Challenge on Under-Display Camera Image Restoration: Methods and Results0
ELMformer: Efficient Raw Image Restoration with a Locally Multiplicative TransformerCode0
A Constrained Deformable Convolutional Network for Efficient Single Image Dynamic Scene Blind Deblurring with Spatially-Variant Motion Blur Kernels EstimationCode0
On a Mechanism Framework of Autoencoders0
Photon-Limited Blind Deconvolution using Unsupervised Iterative Kernel EstimationCode0
High Dynamic Range and Super-Resolution from Raw Image Bursts0
Real Image Restoration via Structure-preserving Complementarity Attention0
Show:102550
← PrevPage 97 of 146Next →

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