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Image Dehazing

( Image credit: Densely Connected Pyramid Dehazing Network )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 295 papers

Title	Date	Tasks	Status	Hype
Illumination Controllable Dehazing Network based on Unsupervised Retinex Embedding	Jun 9, 2023	Image DehazingImage Restoration	CodeCode Available	1
Fast Deep Multi-patch Hierarchical Network for Nonhomogeneous Image Dehazing	May 12, 2020	Image DehazingNonhomogeneous Image Dehazing	CodeCode Available	1
Contrastive Learning for Compact Single Image Dehazing	Apr 19, 2021	Contrastive LearningImage Dehazing	CodeCode Available	1
Domain Adaptation for Image Dehazing	May 10, 2020	Domain AdaptationImage Dehazing	CodeCode Available	1
Blind Video Temporal Consistency via Deep Video Prior	Oct 22, 2020	ColorizationImage Dehazing	CodeCode Available	1
Compound Multi-branch Feature Fusion for Real Image Restoration	Jun 2, 2022	DeblurringImage Dehazing	CodeCode Available	1
Addressing Domain Discrepancy: A Dual-branch Collaborative Model to Unsupervised Dehazing	Jul 14, 2024	Image Dehazing	CodeCode Available	1
Dense Haze: A benchmark for image dehazing with dense-haze and haze-free images	Apr 5, 2019	Image DehazingSingle Image Dehazing	CodeCode Available	1
Focal Network for Image Restoration	Jan 1, 2023	DeblurringImage Defocus Deblurring	CodeCode Available	1
CoA: Towards Real Image Dehazing via Compression-and-Adaptation	Jan 1, 2025	Image DehazingModel Compression	CodeCode Available	1

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All datasets SOTS Indoor SOTS Outdoor Haze4k O-Haze RS-Haze RESIDE-6K Dense-Haze I-HAZE NH-HAZE KITTI DNH-HAZE HD-NH-HAZE

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ConvIR	PSNR	42.72	—	Unverified
2	MixDehazeNet	PSNR	42.62	—	Unverified
3	C2PNet	PSNR	42.56	—	Unverified
4	FSNet	PSNR	42.45	—	Unverified
5	ChaIR	PSNR	41.95	—	Unverified
6	SAD-Net	PSNR	41.71	—	Unverified
7	DSANet	PSNR	41.36	—	Unverified
8	gUNet-D	PSNR	41.34	—	Unverified
9	DEA-Net-CR	PSNR	41.31	—	Unverified
10	SFNet	PSNR	41.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ChaIR	PSNR	40.73	—	Unverified
2	FSNet	PSNR	40.4	—	Unverified
3	SFNet	PSNR	40.05	—	Unverified
4	Instruct-IPT	PSNR	39.95	—	Unverified
5	ConvIR	PSNR	39.42	—	Unverified
6	IRNeXt	PSNR	39.18	—	Unverified
7	CasDyF-Net	PSNR	38.86	—	Unverified
8	DSANet	PSNR	38.39	—	Unverified
9	SANet	PSNR	38.01	—	Unverified
10	SAD-Net	PSNR	37.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CasDyF-Net	PSNR	35.73	—	Unverified
2	MixDehazeNet	PSNR	35.64	—	Unverified
3	ConvIR	PSNR	34.5	—	Unverified
4	DEA-Net-CR	PSNR	34.25	—	Unverified
5	FSNet	PSNR	34.12	—	Unverified
6	gUNet-D	PSNR	33.52	—	Unverified
7	PMNet	PSNR	33.49	—	Unverified
8	DMT-Net	PSNR	28.53	—	Unverified
9	FFA-Net	PSNR	26.96	—	Unverified
10	GDNet	PSNR	23.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CasDyF-Net	PSNR	25.44	—	Unverified
2	ConvIR	PSNR	25.36	—	Unverified
3	SRDefog	PSNR	24.61	—	Unverified
4	CL2S	PSNR	24.58	—	Unverified
5	BPPNet	PSNR	24.27	—	Unverified
6	EDN-GTM	PSNR	23.46	—	Unverified
7	Cycle-Dehaze	PSNR	19.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DehazeFormer-B	PSNR	39.87	—	Unverified
2	gUNet-D	PSNR	39.7	—	Unverified
3	FFA-Net	PSNR	39.39	—	Unverified
4	GridDehazeNet	PSNR	36.4	—	Unverified
5	AECR-Net	PSNR	35.69	—	Unverified
6	GCANet	PSNR	34.41	—	Unverified
7	DehazeNet	PSNR	23.16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DehazeFormer-B	PSNR	31.45	—	Unverified
2	MixDehazeNet	PSNR	30.18	—	Unverified
3	DA-CLIP	PSNR	30.16	—	Unverified
4	FFA-Net	PSNR	29.96	—	Unverified
5	DA	PSNR	27.76	—	Unverified
6	DCPDN	PSNR	19.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CasDyF-Net	PSNR	17.56	—	Unverified
2	SAD-Net	PSNR	17.16	—	Unverified
3	BPPNet	PSNR	17.01	—	Unverified
4	SRDefog	PSNR	16.67	—	Unverified
5	EDN-GTM	PSNR	15.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EDN-GTM	PSNR	22.9	—	Unverified
2	BPPNet	PSNR	22.56	—	Unverified
3	ConvIR	PSNR	22.44	—	Unverified
4	SAD-Net	PSNR	21.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CFEN	PSNR	24.26	—	Unverified
2	DWGAN	PSNR	22.13	—	Unverified
3	SRDefog	PSNR	20.99	—	Unverified
4	SAD-Net	PSNR	20.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFA-Net	PSNR	27.45	—	Unverified
2	GMAN	PSNR	24.64	—	Unverified
3	LCA	PSNR	18.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DehazeDCT	PSNR	21.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DehazeDCT	PSNR	22.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DehazeDCT	PSNR	22.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EENet	PSNR	27.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LCA-Net	PSNR	17.07	—	Unverified