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 1101–1110 of 1459 papers

Title	Date	Tasks	Status	Hype
Lightweight Modules for Efficient Deep Learning based Image Restoration	Jul 11, 2020	ClassificationDeep Learning	CodeCode Available	1
Blur Invariant Kernel-Adaptive Network for Single Image Blind deblurring	Jul 9, 2020	DeblurringImage Deblurring	—Unverified	0
Blind Inverse Gamma Correction with Maximized Differential Entropy	Jul 5, 2020	Image Restoration	CodeCode Available	1
A deep primal-dual proximal network for image restoration	Jul 2, 2020	image-classificationImage Classification	—Unverified	0
Low-light Image Restoration with Short- and Long-exposure Raw Pairs	Jul 1, 2020	Image Restoration	—Unverified	0
Early Exit or Not: Resource-Efficient Blind Quality Enhancement for Compressed Images	Jun 30, 2020	DecoderImage Enhancement	CodeCode Available	1
Cross-Scale Internal Graph Neural Network for Image Super-Resolution	Jun 30, 2020	Graph Neural NetworkImage Restoration	CodeCode Available	1
The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network Architectures	Jun 29, 2020	image-classificationImage Classification	CodeCode Available	1
SAR Image Despeckling by Deep Neural Networks: from a pre-trained model to an end-to-end training strategy	Jun 28, 2020	DenoisingImage Denoising	CodeCode Available	0
SAR2SAR: a semi-supervised despeckling algorithm for SAR images	Jun 26, 2020	DenoisingImage Denoising	CodeCode Available	1

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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