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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
Single-image Defocus Deblurring by Integration of Defocus Map Prediction Tracing the Inverse Problem Computation	Jul 7, 2022	DeblurringImage Deblurring	—Unverified	0
Non-blind optical degradation correction via frequency self-adaptive and finetune tactics	Jun 30, 2022	DiversityImage Deblurring	CodeCode Available	0
The split Gibbs sampler revisited: improvements to its algorithmic structure and augmented target distribution	Jun 28, 2022	Data AugmentationDeblurring	CodeCode Available	0
SVBR-NET: A Non-Blind Spatially Varying Defocus Blur Removal Network	Jun 26, 2022	DeblurringDecoder	CodeCode Available	0
Robust Deep Ensemble Method for Real-world Image Denoising	Jun 8, 2022	DeblurringDenoising	CodeCode Available	0
Ultra-High-Definition Image Deblurring via Multi-scale Cubic-Mixer	Jun 8, 2022	DeblurringGPU	CodeCode Available	0
Multi-scale frequency separation network for image deblurring	Jun 1, 2022	Contrastive LearningDeblurring	—Unverified	0
Continuous Generative Neural Networks: A Wavelet-Based Architecture in Function Spaces	May 29, 2022	DeblurringImage Deblurring	CodeCode Available	0
Comparative Analysis of Non-Blind Deblurring Methods for Noisy Blurred Images	May 6, 2022	Blind Image DeblurringDeblurring	—Unverified	0
Correction of out-of-focus microscopic images by deep learning	Apr 26, 2022	Deep LearningGenerative Adversarial Network	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