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Image Deblurring

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 396 papers

Title	Date	Tasks	Status	Hype
Explore Image Deblurring via Blur Kernel Space	Apr 1, 2021	Blind Image DeblurringDeblurring	CodeCode Available	1
EDPN: Enhanced Deep Pyramid Network for Blurry Image Restoration	May 11, 2021	DeblurringImage Deblocking	CodeCode Available	1
Efficient Image Deblurring Networks based on Diffusion Models	Jan 11, 2024	DeblurringImage Deblurring	CodeCode Available	1
Efficient RAW Image Deblurring with Adaptive Frequency Modulation	May 30, 2025	Computational EfficiencyDeblurring	CodeCode Available	1
Intriguing Findings of Frequency Selection for Image Deblurring	Nov 23, 2021	DeblurringImage Deblurring	CodeCode Available	1
Deep, convergent, unrolled half-quadratic splitting for image deconvolution	Feb 20, 2024	DeblurringImage Deblurring	CodeCode Available	1
Deep Stacked Hierarchical Multi-patch Network for Image Deblurring	Apr 6, 2019	DeblurringImage Deblurring	CodeCode Available	1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better	Aug 10, 2019	Blind Face RestorationDeblurring	CodeCode Available	1
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration	Jan 30, 2023	Blind Image DeblurringDeblurring	CodeCode Available	1
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains	Mar 19, 2024	DeblurringDecoder	CodeCode Available	1

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All datasets GoPro HIDE HIDE (trained on GOPRO)RealBlur-J RealBlur-R RealBlur-R(trained on GoPro)Real-world Dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	EVSSM	PSNR	34.5	—	Unverified
2	MDT	PSNR	34.26	—	Unverified
3	fftformer	PSNR	34.21	—	Unverified
4	LoFormer	PSNR	34.09	—	Unverified
5	UFPDeblur	PSNR	34.06	—	Unverified
6	ALGNet-B	PSNR	34.05	—	Unverified
7	MR-VNet	PSNR	34.04	—	Unverified
8	Hi-IR-L	PSNR	33.99	—	Unverified
9	GRL	PSNR	33.93	—	Unverified
10	Instruct-IPT	PSNR	33.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaRevD	PSNR	32.35	—	Unverified
2	EVSSM	PSNR	31.97	—	Unverified
3	ALGNet-B	PSNR	31.68	—	Unverified
4	M3SNet	PSNR	31.49	—	Unverified
5	MAXIM-3S	SSIM	0.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Hi-IR-L	PSNR	31.64	—	Unverified
2	M3SNet	PSNR	31.49	—	Unverified
3	MHNet	PSNR	30.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EVSSM	PSNR	34.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EVSSM	PSNR	41.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SDWNet	PSNR	35.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EVSSM	PSNR	48.78	—	Unverified