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Image Deblurring

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 81–90 of 396 papers

Title	Date	Tasks	Status	Hype
EDPN: Enhanced Deep Pyramid Network for Blurry Image Restoration	May 11, 2021	DeblurringImage Deblocking	CodeCode Available	1
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains	Mar 19, 2024	DeblurringDecoder	CodeCode Available	1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better	Aug 10, 2019	Blind Face RestorationDeblurring	CodeCode Available	1
INFWIDE: Image and Feature Space Wiener Deconvolution Network for Non-blind Image Deblurring in Low-Light Conditions	Jul 17, 2022	Blind Image DeblurringDeblurring	CodeCode Available	1
Deblurring by Realistic Blurring	Apr 4, 2020	DeblurringImage Deblurring	CodeCode Available	1
Jointly RS Image Deblurring and Super-Resolution with Adjustable-Kernel and Multi-Domain Attention	Dec 7, 2024	DeblurringImage Deblurring	CodeCode Available	1
Diffusion-based Event Generation for High-Quality Image Deblurring	Jan 1, 2025	DeblurringImage Deblurring	CodeCode Available	1
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring	Jan 19, 2021	DeblurringImage Deblurring	CodeCode Available	1
End-to-end Interpretable Learning of Non-blind Image Deblurring	Jul 3, 2020	Blind Image DeblurringDeblurring	CodeCode Available	1
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance	Dec 27, 2023	DeblurringDenoising	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