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 1181–1190 of 1459 papers

Title	Date	Tasks	Status	Hype
On the Proof of Fixed-Point Convergence for Plug-and-Play ADMM	Oct 31, 2019	Image Restoration	—Unverified	0
Multi-defect microscopy image restoration under limited data conditions	Oct 31, 2019	Data AugmentationGenerative Adversarial Network	—Unverified	0
SUPER Learning: A Supervised-Unsupervised Framework for Low-Dose CT Image Reconstruction	Oct 26, 2019	ClusteringImage Reconstruction	—Unverified	0
Block based refitting in _12 sparse regularisation	Oct 22, 2019	Image Restoration	—Unverified	0
Image Restoration Using Deep Regulated Convolutional Networks	Oct 19, 2019	DenoisingImage Denoising	CodeCode Available	0
Deformable Kernel Networks for Joint Image Filtering	Oct 17, 2019	Depth Map Super-ResolutionImage Restoration	CodeCode Available	1
To Recurse or not to Recurse,a Low Dose CT Study	Oct 15, 2019	Image Restoration	—Unverified	0
Deep Convolutional Neural Network for Multi-modal Image Restoration and Fusion	Oct 9, 2019	DenoisingImage Denoising	—Unverified	0
ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence	Oct 7, 2019	DisentanglementFace Recognition	—Unverified	0
Self-Guided Network for Fast Image Denoising	Oct 1, 2019	DenoisingImage Denoising	CodeCode Available	0

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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