Image Deblurring

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 396 papers

Title	Date	Tasks	Status	Score
Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training	Nov 18, 2019	DeblurringImage Deblurring	CodeCode Available	5
NF-ULA: Langevin Monte Carlo with Normalizing Flow Prior for Imaging Inverse Problems	Apr 17, 2023	Bayesian InferenceComputed Tomography (CT)	CodeCode Available	5
Deep learning Framework for Mobile Microscopy	Jul 27, 2020	DeblurringDeep Learning	CodeCode Available	5
AGEM: Solving Linear Inverse Problems via Deep Priors and Sampling	Dec 1, 2019	Bayesian InferenceDeblurring	CodeCode Available	5
MixNet: Efficient Global Modeling for Ultra-High-Definition Image Restoration	Jan 19, 2024	DeblurringImage Deblurring	CodeCode Available	5
Deblurring Face Images using Uncertainty Guided Multi-Stream Semantic Networks	Jul 30, 2019	DeblurringImage Deblurring	CodeCode Available	5
Blind Image Deblurring with FFT-ReLU Sparsity Prior	Jun 12, 2024	Blind Image DeblurringDeblurring	CodeCode Available	5
Microscopy Image Restoration with Deep Wiener-Kolmogorov filters	Nov 25, 2019	DeblurringDeep Learning	CodeCode Available	5
DDR: Exploiting Deep Degradation Response as Flexible Image Descriptor	Jun 12, 2024	Blind Image Quality AssessmentDeblurring	CodeCode Available	5
DAVANet: Stereo Deblurring with View Aggregation	Apr 10, 2019	DeblurringImage Deblurring	CodeCode Available	5
Misaligned Over-The-Air Computation of Multi-Sensor Data with Wiener-Denoiser Network	Sep 1, 2024	Blind Image DeblurringDeblurring	CodeCode Available	5
DarkDeblur: Learning single-shot image deblurring in low-light condition	Mar 4, 2025	DeblurringImage Deblurring	CodeCode Available	5
Learning Deep Gradient Descent Optimization for Image Deconvolution	Apr 10, 2018	Blind Image DeblurringDeblurring	CodeCode Available	5
A Fast Blind Deblurring Algorithm Using Local Gradient Product Prior	Mar 18, 2024	Blind Image DeblurringDeblurring	CodeCode Available	5
Event-based Image Deblurring with Dynamic Motion Awareness	Aug 24, 2022	DeblurringImage Deblurring	CodeCode Available	5
Iterative Residual Image Deconvolution	Apr 17, 2018	DeblurringImage Deblurring	CodeCode Available	5
Convolutional Neural Networks Can Be Deceived by Visual Illusions	Jun 1, 2019	Color ConstancyDeblurring	CodeCode Available	5
Estimation of motion blur kernel parameters using regression convolutional neural networks	Aug 2, 2023	Blind Image DeblurringDeblurring	CodeCode Available	5
Convolutional Deblurring for Natural Imaging	Oct 25, 2018	DeblurringDenoising	CodeCode Available	5
Continuous Generative Neural Networks: A Wavelet-Based Architecture in Function Spaces	May 29, 2022	DeblurringImage Deblurring	CodeCode Available	5
Continuous Facial Motion Deblurring	Jul 14, 2022	DeblurringImage Deblurring	CodeCode Available	5
HPPP: Halpern-type Preconditioned Proximal Point Algorithms and Applications to Image Restoration	Jul 18, 2024	DeblurringDenoising	CodeCode Available	5
Gated Fusion Network for Joint Image Deblurring and Super-Resolution	Jul 27, 2018	Computational EfficiencyDeblurring	CodeCode Available	5
Generative Flows as a General Purpose Solution for Inverse Problems	Oct 25, 2021	ColorizationDeblurring	CodeCode Available	5
Efficient Transformer for High Resolution Image Motion Deblurring	Jan 30, 2025	DeblurringImage Deblurring	CodeCode Available	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