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 471480 of 1459 papers

TitleStatusHype
Spatial-and-Frequency-aware Restoration method for Images based on Diffusion Models0
InstructIR: High-Quality Image Restoration Following Human InstructionsCode4
UP-CrackNet: Unsupervised Pixel-Wise Road Crack Detection via Adversarial Image RestorationCode1
CascadedGaze: Efficiency in Global Context Extraction for Image RestorationCode2
Unified-Width Adaptive Dynamic Network for All-In-One Image RestorationCode1
Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild0
LLMRA: Multi-modal Large Language Model based Restoration Assistant0
MixNet: Efficient Global Modeling for Ultra-High-Definition Image RestorationCode0
Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration NetworkCode1
LiDAR Depth Map Guided Image Compression Model0
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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