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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	Score
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration	Dec 28, 2024	DeblurringDenoising	CodeCode Available	2	5
Image Restoration with Mean-Reverting Stochastic Differential Equations	Jan 27, 2023	DeblurringDenoising	CodeCode Available	2	5
LoFormer: Local Frequency Transformer for Image Deblurring	Jul 24, 2024	DeblurringImage Deblurring	CodeCode Available	2	5
Improving Image Restoration by Revisiting Global Information Aggregation	Dec 8, 2021	Color Image DenoisingDeblurring	CodeCode Available	2	5
Correlation Matching Transformation Transformers for UHD Image Restoration	Jun 2, 2024	DeblurringImage Deblurring	CodeCode Available	2	5
Efficient Visual State Space Model for Image Deblurring	May 23, 2024	DeblurringImage Deblurring	CodeCode Available	2	5
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems	Jul 23, 2024	ColorizationDeblurring	CodeCode Available	2	5
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring	Nov 22, 2022	DeblurringDecoder	CodeCode Available	2	5
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration	Mar 1, 2023	Image DeblurringImage Defocus Deblurring	CodeCode Available	2	5
Hierarchical Integration Diffusion Model for Realistic Image Deblurring	May 22, 2023	DeblurringImage Deblurring	CodeCode Available	2	5

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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