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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 801–810 of 1459 papers

Title	Date	Tasks	Status	Hype
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models	Jul 29, 2022	DenoisingImage Restoration	CodeCode Available	2
GLEAN: Generative Latent Bank for Image Super-Resolution and Beyond	Jul 29, 2022	ColorizationDecoder	CodeCode Available	5
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-Transformer	Jul 28, 2022	DecoderDenoising	CodeCode Available	1
Real Image Restoration via Structure-preserving Complementarity Attention	Jul 28, 2022	DenoisingImage Denoising	—Unverified	0
REPNP: Plug-and-Play with Deep Reinforcement Learning Prior for Robust Image Restoration	Jul 25, 2022	DeblurringDeep Reinforcement Learning	—Unverified	0
Enhancing Image Rescaling using Dual Latent Variables in Invertible Neural Network	Jul 24, 2022	Image RescalingImage Restoration	CodeCode Available	0
Unsupervised Night Image Enhancement: When Layer Decomposition Meets Light-Effects Suppression	Jul 21, 2022	HallucinationImage Enhancement	CodeCode Available	2
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network	Jul 21, 2022	Image EnhancementImage Reconstruction	CodeCode Available	2
A Survey on Leveraging Pre-trained Generative Adversarial Networks for Image Editing and Restoration	Jul 21, 2022	Image GenerationImage Restoration	CodeCode Available	1
Towards Efficient and Scale-Robust Ultra-High-Definition Image Demoireing	Jul 20, 2022	4kImage Enhancement	CodeCode Available	2

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All datasets CDD-11 UHDM .

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	OneRestore	Average PSNR (dB)	28.72	—	Unverified
2	SRUDC	Average PSNR (dB)	27.64	—	Unverified
3	Restormer	Average PSNR (dB)	26.99	—	Unverified
4	WGWSNet	Average PSNR (dB)	26.96	—	Unverified
5	DGUNet	Average PSNR (dB)	26.92	—	Unverified
6	OKNet	Average PSNR (dB)	26.33	—	Unverified
7	MIRNet	Average PSNR (dB)	25.97	—	Unverified
8	PromptIR	Average PSNR (dB)	25.9	—	Unverified
9	MPRNet	Average PSNR (dB)	25.47	—	Unverified
10	MIRNetv2	Average PSNR (dB)	25.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ESDNet-L	PSNR	22.42	—	Unverified
2	ESDNet	PSNR	22.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	73	0L	37	—	Unverified