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Image Deblurring

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 171–180 of 396 papers

Title	Date	Tasks	Status	Hype
Decomposition Ascribed Synergistic Learning for Unified Image Restoration	Aug 1, 2023	DeblurringDenoising	—Unverified	0
On the unreasonable vulnerability of transformers for image restoration -- and an easy fix	Jul 25, 2023	Adversarial AttackAdversarial Robustness	—Unverified	0
Reference-based Motion Blur Removal: Learning to Utilize Sharpness in the Reference Image	Jul 6, 2023	DeblurringImage Deblurring	—Unverified	0
Adaptive Window Pruning for Efficient Local Motion Deblurring	Jun 25, 2023	DeblurringImage Deblurring	—Unverified	0
Deformable Convolutions and LSTM-based Flexible Event Frame Fusion Network for Motion Deblurring	Jun 1, 2023	DeblurringImage Deblurring	—Unverified	0
Ambiguity in solving imaging inverse problems with deep learning based operators	May 31, 2023	DeblurringImage Deblurring	—Unverified	0
Collaborative Blind Image Deblurring	May 25, 2023	Blind Image DeblurringDeblurring	—Unverified	0
Block Coordinate Plug-and-Play Methods for Blind Inverse Problems	May 22, 2023	Blind Image DeblurringDeblurring	—Unverified	0
Cycle Consistency-based Uncertainty Quantification of Neural Networks in Inverse Imaging Problems	May 22, 2023	DeblurringImage Deblurring	—Unverified	0
Learning Sparse and Low-Rank Priors for Image Recovery via Iterative Reweighted Least Squares Minimization	Apr 20, 2023	DeblurringDemosaicking	—Unverified	0

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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