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Image Deblurring

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 396 papers

Title	Date	Tasks	Status	Hype
Efficient RAW Image Deblurring with Adaptive Frequency Modulation	May 30, 2025	Computational EfficiencyDeblurring	CodeCode Available	1
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results	Apr 16, 2025	DeblurringEvent-based vision	CodeCode Available	1
One-Step Diffusion Model for Image Motion-Deblurring	Mar 9, 2025	DeblurringDenoising	CodeCode Available	1
Diffusion-based Event Generation for High-Quality Image Deblurring	Jan 1, 2025	DeblurringImage Deblurring	CodeCode Available	1
Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model	Dec 19, 2024	DenoisingImage 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
GS-Blur: A 3D Scene-Based Dataset for Realistic Image Deblurring	Oct 31, 2024	3DGSDeblurring	CodeCode Available	1
E2GS: Event Enhanced Gaussian Splatting	Jun 21, 2024	3D ReconstructionDeblurring	CodeCode Available	1
Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors	May 29, 2024	Image DeblurringImage Super-Resolution	CodeCode Available	1
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring	Mar 29, 2024	Computational EfficiencyDeblurring	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