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 511520 of 1459 papers

TitleStatusHype
Computationally iterative methods for salt-and-pepper denoising0
Gradient Magnitude Similarity Deviation: A Highly Efficient Perceptual Image Quality Index0
Compressive Shack-Hartmann Wavefront Sensor based on Deep Neural Networks0
Enhance Visual Recognition under Adverse Conditions via Deep Networks0
A Survey on Hyperspectral Image Restoration: From the View of Low-Rank Tensor Approximation0
Graph Convolutional Networks in Feature Space for Image Deblurring and Super-resolution0
Enhancement of Underwater Images with Statistical Model of Background Light and Optimization of Transmission Map0
Compression, Restoration, Re-sampling, Compressive Sensing: Fast Transforms in Digital Imaging0
All-in-one Weather-degraded Image Restoration via Adaptive Degradation-aware Self-prompting Model0
Energy-Inspired Self-Supervised Pretraining for Vision Models0
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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