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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
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration	Dec 28, 2024	DeblurringDenoising	CodeCode Available	2
Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model	Dec 19, 2024	DenoisingImage Deblurring	CodeCode Available	1
Event-based Motion Deblurring via Multi-Temporal Granularity Fusion	Dec 16, 2024	DeblurringImage Deblurring	—Unverified	0
XYScanNet: A State Space Model for Single Image Deblurring	Dec 13, 2024	DeblurringImage Deblurring	—Unverified	0
A Progressive Image Restoration Network for High-order Degradation Imaging in Remote Sensing	Dec 10, 2024	DeblurringDenoising	—Unverified	0
Deep Lidar-guided Image Deblurring	Dec 10, 2024	Continual LearningDeblurring	—Unverified	0
On Motion Blur and Deblurring in Visual Place Recognition	Dec 10, 2024	DeblurringImage Deblurring	—Unverified	0
Jointly RS Image Deblurring and Super-Resolution with Adjustable-Kernel and Multi-Domain Attention	Dec 7, 2024	DeblurringImage Deblurring	CodeCode Available	1
DAWN-FM: Data-Aware and Noise-Informed Flow Matching for Solving Inverse Problems	Dec 6, 2024	DeblurringGeophysics	—Unverified	0
Hierarchical Information Flow for Generalized Efficient Image Restoration	Nov 27, 2024	Color Image DenoisingGrayscale Image Denoising	—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