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 501510 of 1459 papers

TitleStatusHype
Enhancing Sample Generation of Diffusion Models using Noise Level Correction0
Exploiting the Exact Denoising Posterior Score in Training-Free Guidance of Diffusion Models0
Concept for a CMOS Image Sensor Suited for Analog Image Pre-Processing0
Adaptive Image Restoration for Video Surveillance: A Real-Time Approach0
Performance of a GPU- and Time-Efficient Pseudo 3D Network for Magnetic Resonance Image Super-Resolution and Motion Artifact Reduction0
Exploring Real&Synthetic Dataset and Linear Attention in Image Restoration0
GIQE: Generic Image Quality Enhancement via Nth Order Iterative Degradation0
Gradient Magnitude Similarity Deviation: A Highly Efficient Perceptual Image Quality Index0
Enhancing Image Restoration Transformer via Adaptive Translation Equivariance0
Computationally iterative methods for salt-and-pepper denoising0
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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