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Image Deblurring

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 396 papers

Title	Date	Tasks	Status	Hype
DarkDeblur: Learning single-shot image deblurring in low-light condition	Mar 4, 2025	DeblurringImage Deblurring	CodeCode Available	0
Near-infrared Image Deblurring and Event Denoising with Synergistic Neuromorphic Imaging	Mar 3, 2025	DeblurringDenoising	—Unverified	0
Towards Differential Handling of Various Blur Regions for Accurate Image Deblurring	Feb 27, 2025	DeblurringImage Deblurring	—Unverified	0
Spatial and Frequency Domain Adaptive Fusion Network for Image Deblurring	Feb 20, 2025	DeblurringImage Deblurring	CodeCode Available	0
An Improved Optimal Proximal Gradient Algorithm for Non-Blind Image Deblurring	Feb 11, 2025	Blind Image DeblurringDeblurring	—Unverified	0
Unpaired Deblurring via Decoupled Diffusion Model	Feb 3, 2025	DeblurringImage Deblurring	—Unverified	0
Efficient Transformer for High Resolution Image Motion Deblurring	Jan 30, 2025	DeblurringImage Deblurring	CodeCode Available	0
Image Motion Blur Removal in the Temporal Dimension with Video Diffusion Models	Jan 22, 2025	DeblurringImage Deblurring	—Unverified	0
A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition	Jan 1, 2025	DeblurringImage Deblurring	—Unverified	0
Diffusion-based Event Generation for High-Quality Image Deblurring	Jan 1, 2025	DeblurringImage Deblurring	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