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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 21–30 of 295 papers

Title	Date	Tasks	Status	Hype
MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image Restoration	Jan 8, 2025	DeblurringDenoising	CodeCode Available	2
Transformer-Driven Inverse Problem Transform for Fast Blind Hyperspectral Image Dehazing	Jan 3, 2025	Image DehazingSpectral Super-Resolution	—Unverified	0
CoA: Towards Real Image Dehazing via Compression-and-Adaptation	Jan 1, 2025	Image DehazingModel Compression	CodeCode Available	1
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration	Dec 28, 2024	DeblurringDenoising	CodeCode Available	2
Guided Real Image Dehazing using YCbCr Color Space	Dec 23, 2024	Image Dehazing	CodeCode Available	2
Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model	Dec 19, 2024	DenoisingImage Deblurring	CodeCode Available	1
Distilled Pooling Transformer Encoder for Efficient Realistic Image Dehazing	Dec 18, 2024	Generative Adversarial NetworkImage Dehazing	CodeCode Available	0
Towards Context-aware Convolutional Network for Image Restoration	Dec 15, 2024	DeblurringImage Dehazing	—Unverified	0
Deep Variational Bayesian Modeling of Haze Degradation Process	Dec 4, 2024	Image DehazingSingle Image Dehazing	CodeCode Available	0
Frequency-Guided Posterior Sampling for Diffusion-Based Image Restoration	Nov 22, 2024	DeblurringImage Dehazing	—Unverified	0

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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