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Image Deblurring

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 31–40 of 396 papers

Title	Date	Tasks	Status	Hype	Score
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains	Mar 19, 2024	DeblurringDecoder	CodeCode Available	1	5
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better	Aug 10, 2019	Blind Face RestorationDeblurring	CodeCode Available	1	5
Explore Image Deblurring via Encoded Blur Kernel Space	Jun 19, 2021	Blind Image DeblurringDeblurring	CodeCode Available	1	5
GS-Blur: A 3D Scene-Based Dataset for Realistic Image Deblurring	Oct 31, 2024	3DGSDeblurring	CodeCode Available	1	5
Dark and Bright Channel Prior Embedded Network for Dynamic Scene Deblurring	May 21, 2020	DeblurringImage Deblurring	CodeCode Available	1	5
End-to-end Interpretable Learning of Non-blind Image Deblurring	Jul 3, 2020	Blind Image DeblurringDeblurring	CodeCode Available	1	5
Correction of out-of-focus microscopic images by deep learning	Apr 26, 2022	Deep LearningGenerative Adversarial Network	CodeCode Available	1	5
Efficient RAW Image Deblurring with Adaptive Frequency Modulation	May 30, 2025	Computational EfficiencyDeblurring	CodeCode Available	1	5
Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network	Jun 30, 2021	DeblurringImage Deblurring	CodeCode Available	1	5
A Unified Framework for Event-based Frame Interpolation with Ad-hoc Deblurring in the Wild	Jan 12, 2023	DeblurringImage Deblurring	CodeCode Available	1	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