Deblurring

Deblurring is a computer vision task that involves removing the blurring artifacts from images or videos to restore the original, sharp content. Blurring can be caused by various factors such as camera shake, fast motion, and out-of-focus objects, and can result in a loss of detail and quality in the captured images. The goal of deblurring is to produce a clear, high-quality image that accurately represents the original scene.

( Image credit: Deblurring Face Images using Uncertainty Guided Multi-Stream Semantic Networks )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 726–750 of 999 papers

Title	Date	Tasks	Status	Hype
Investigating Task-driven Latent Feasibility for Nonconvex Image Modeling	Oct 18, 2019	DeblurringImage Deblurring	—Unverified	0
Unconstrained Road Marking Recognition with Generative Adversarial Networks	Oct 10, 2019	Data AugmentationDeblurring	—Unverified	0
Semantic-aware Image Deblurring	Oct 9, 2019	DeblurringImage Captioning	—Unverified	0
Joint Stereo Video Deblurring, Scene Flow Estimation and Moving Object Segmentation	Oct 6, 2019	Deblurringparameter estimation	—Unverified	0
Face Video Deblurring Using 3D Facial Priors	Oct 1, 2019	3D Face ReconstructionDeblurring	—Unverified	0
Unconstrained Motion Deblurring for Dual-Lens Cameras	Oct 1, 2019	Deblurring	—Unverified	0
Deep Video Deblurring: The Devil is in the Details	Sep 26, 2019	DeblurringVideo Deblurring	CodeCode Available	0
Non-negative Tensor Patch Dictionary Approaches for Image Compression and Deblurring Applications	Sep 25, 2019	Computational EfficiencyDeblurring	—Unverified	0
Enhancing Traffic Scene Predictions with Generative Adversarial Networks	Sep 24, 2019	DeblurringImage Super-Resolution	—Unverified	0
Non-Causal Tracking by Deblatting	Sep 15, 2019	DeblurringImage Matting	CodeCode Available	0
SVDocNet: Spatially Variant U-Net for Blind Document Deblurring	Sep 14, 2019	DeblurringOptical Character Recognition	—Unverified	0
Short-and-Sparse Deconvolution -- A Geometric Approach	Aug 28, 2019	DeblurringImage Deblurring	CodeCode Available	1
Effects of Blur and Deblurring to Visual Object Tracking	Aug 21, 2019	DeblurringImage Deblurring	—Unverified	0
Blind Image Deconvolution using Pretrained Generative Priors	Aug 20, 2019	Blind Image DeblurringDeblurring	CodeCode Available	0
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better	Aug 10, 2019	Blind Face RestorationDeblurring	CodeCode Available	1
Neural Blind Deconvolution Using Deep Priors	Aug 6, 2019	DeblurringSelf-Supervised Learning	CodeCode Available	0
Deblurring Face Images using Uncertainty Guided Multi-Stream Semantic Networks	Jul 30, 2019	DeblurringImage Deblurring	CodeCode Available	0
Inertial nonconvex alternating minimizations for the image deblurring	Jul 27, 2019	ArticlesDeblurring	—Unverified	0
Blind Deblurring Using GANs	Jul 27, 2019	DeblurringGenerative Adversarial Network	CodeCode Available	0
Blind Deblurring using Deep Learning: A Survey	Jul 23, 2019	BenchmarkingDeblurring	—Unverified	0
An Optimal Control Approach to Early Stopping Variational Methods for Image Restoration	Jul 19, 2019	DeblurringDenoising	—Unverified	0
Edge Heuristic GAN for Non-uniform Blind Deblurring	Jul 11, 2019	DeblurringGenerative Adversarial Network	—Unverified	0
Restoring Images with Unknown Degradation Factors by Recurrent Use of a Multi-branch Network	Jul 10, 2019	DeblurringImage Restoration	CodeCode Available	0
From Group Sparse Coding to Rank Minimization: A Novel Denoising Model for Low-level Image Restoration	Jul 10, 2019	Compressive SensingDeblurring	—Unverified	0
Edge-Aware Deep Image Deblurring	Jul 4, 2019	DeblurringEdge Detection	—Unverified	0

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All datasets GoPro HIDE (trained on GOPRO)RealBlur-R (trained on GoPro)RealBlur-J RealBlur-R RealBlur-J (trained on GoPro)RSBlur MSU BASED DVD Beam-Splitter Deblurring (BSD)BASED REDS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BSSTNet	PSNR	35.98	—	Unverified
2	GShift-Net	PSNR	35.88	—	Unverified
3	DLEFNet	PSNR	35.61	—	Unverified
4	EFNet	PSNR	35.46	—	Unverified
5	NIRE	PSNR	35.03	—	Unverified
6	VRT	PSNR	34.81	—	Unverified
7	AdaRevD	PSNR	34.6	—	Unverified
8	Turtle	PSNR	34.5	—	Unverified
9	ID-Blau (FFTformer)	PSNR	34.36	—	Unverified
10	XYScanNet	PSNR	33.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAXIM	PSNR (sRGB)	32.83	—	Unverified
2	AdaRevD	PSNR (sRGB)	32.35	—	Unverified
3	ID-Blau (FFTformer)	PSNR (sRGB)	31.94	—	Unverified
4	LoFormer	PSNR (sRGB)	31.86	—	Unverified
5	CAPTNet	PSNR (sRGB)	31.86	—	Unverified
6	XYScanNet	PSNR (sRGB)	31.74	—	Unverified
7	ID-Blau (Restormer)	PSNR (sRGB)	31.66	—	Unverified
8	DeepRFT+	PSNR (sRGB)	31.66	—	Unverified
9	FFTformer	PSNR (sRGB)	31.62	—	Unverified
10	LaKDNet	PSNR (sRGB)	31.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaRevD	PSNR (sRGB)	36.53	—	Unverified
2	ALGNet	PSNR (sRGB)	36.35	—	Unverified
3	Uformer-B	PSNR (sRGB)	36.22	—	Unverified
4	Restormer	PSNR (sRGB)	36.19	—	Unverified
5	DeepRFT	PSNR (sRGB)	36.11	—	Unverified
6	DeblurDiNAT-L	PSNR (sRGB)	36.09	—	Unverified
7	LaKDNet	PSNR (sRGB)	36.08	—	Unverified
8	MPRNet	PSNR (sRGB)	35.99	—	Unverified
9	MSSNet	PSNR (sRGB)	35.93	—	Unverified
10	MAXIM	PSNR (sRGB)	35.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaRevD	PSNR (sRGB)	33.96	—	Unverified
2	MLWNet	PSNR (sRGB)	33.84	—	Unverified
3	ID-Blau (Stripformer)	PSNR (sRGB)	33.77	—	Unverified
4	ID-Blau (Restormer)	PSNR (sRGB)	33.11	—	Unverified
5	ALGNet	PSNR (sRGB)	32.94	—	Unverified
6	LoFormer	PSNR (sRGB)	32.9	—	Unverified
7	ID-Blau (FFTformer)	PSNR (sRGB)	32.88	—	Unverified
8	MAXIM	PSNR (sRGB)	32.84	—	Unverified
9	DeepRFT+	PSNR (sRGB)	32.63	—	Unverified
10	FFTformer	PSNR (sRGB)	32.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaRevD	PSNR (sRGB)	41.19	—	Unverified
2	ALGNet	PSNR (sRGB)	41.16	—	Unverified
3	ID-Blau (Stripformer)	PSNR (sRGB)	41.06	—	Unverified
4	MLWNet	PSNR (sRGB)	40.69	—	Unverified
5	ID-Blau (FFTformer)	PSNR (sRGB)	40.45	—	Unverified
6	ID-Blau (Restormer)	PSNR (sRGB)	40.31	—	Unverified
7	LoFormer	PSNR (sRGB)	40.23	—	Unverified
8	FFTformer	PSNR (sRGB)	40.11	—	Unverified
9	DeepRFT+	PSNR (sRGB)	40.01	—	Unverified
10	Stripformer	PSNR (sRGB)	39.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AdaRevD	PSNR (sRGB)	30.12	—	Unverified
2	UFPNet	PSNR (sRGB)	29.87	—	Unverified
3	ALGNet	PSNR (sRGB)	29.12	—	Unverified
4	Uformer-B	PSNR (sRGB)	29.06	—	Unverified
5	DeblurDiNAT-L	PSNR (sRGB)	28.98	—	Unverified
6	Restormer	PSNR (sRGB)	28.96	—	Unverified
7	DeepRFT+	PSNR (sRGB)	28.88	—	Unverified
8	MAXIM	PSNR (sRGB)	28.83	—	Unverified
9	MSSNet	PSNR (sRGB)	28.79	—	Unverified
10	DeblurGAN-v2	PSNR (sRGB)	28.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MLWNet	Average PSNR	34.94	—	Unverified
2	SegDeblur	Average PSNR	34.63	—	Unverified
3	SFNet	Average PSNR	34.35	—	Unverified
4	FSNet	Average PSNR	34.31	—	Unverified
5	IRNext	Average PSNR	34.08	—	Unverified
6	ConvIR	Average PSNR	34.06	—	Unverified
7	Uformer-B	Average PSNR	33.98	—	Unverified
8	Restormer	Average PSNR	33.69	—	Unverified
9	MPRNet	Average PSNR	33.61	—	Unverified
10	MIMO-UNet+	Average PSNR	33.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NAFNet (REDS)	Subjective	2.84	—	Unverified
2	VRT (GoPro)	Subjective	2.39	—	Unverified
3	VRT (REDS)	Subjective	1.57	—	Unverified
4	DeblurGAN Inception	Subjective	1.04	—	Unverified
5	MAXIM (REDS)	Subjective	1.01	—	Unverified
6	Deeprft (GoPro)	Subjective	0.54	—	Unverified
7	Deeprft (REDS)	Subjective	0.46	—	Unverified
8	MPR local	Subjective	0.44	—	Unverified
9	MAXIM (GoPro)	Subjective	0.21	—	Unverified
10	Restormer local	Subjective	0.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BSSTNet	PSNR	34.95	—	Unverified
2	RVRT	PSNR	34.92	—	Unverified
3	GShift-Net	PSNR	34.69	—	Unverified
4	VRT	PSNR	34.27	—	Unverified
5	FGST	PSNR	33.5	—	Unverified
6	STDAN	PSNR	33.05	—	Unverified
7	FGST	PSNR	33.03	—	Unverified
8	MB2D	PSNR	32.34	—	Unverified
9	CDVD-TSP	PSNR	32.13	—	Unverified
10	STFAN	PSNR	31.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Turtle	PSNR	33.58	—	Unverified
2	CDVD-TSP	PSNR	31.58	—	Unverified
3	ESTRNN	PSNR	31.39	—	Unverified
4	PVDNet	PSNR	31.35	—	Unverified
5	DBN	PSNR	31.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VRT (GoPro)	PSNR	31.43	—	Unverified
2	DeblurGAN Inception	PSNR	31.17	—	Unverified
3	VRT (REDS)	PSNR	30.98	—	Unverified
4	MAXIM (REDS)	PSNR	30.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VRT	Average PSNR	36.79	—	Unverified
2	EDVR_Deblur	Average PSNR	34.8	—	Unverified
3	DeblurGAN	Average PSNR	24.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIMO-UNet + Realistic blur	Average PSNR	32.08	—	Unverified
2	SRN-Deblur + Realistic blur	Average PSNR	32.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	1	10 Images, 4*4 Stitching, Exact Accuracy	2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAXIM-3S	PSNR	32.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Ours	MAE	0.04	—	Unverified