Dehazing on SOTS Outdoor

Metric: SSIM (higher is better)

LeaderboardDataset

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	ChaIR	0.997	No	-	-	Code
2	FSNet	0.997	No	-	-	Code
3	SFNet	0.996	No	-	-	Code
4	ConvIR	0.996	No	-	-	Code
5	IRNeXt	0.996	No	-	-	Code
6	CasDyF-Net	0.995	No	CasDyF-Net: Image Dehazing via Cascaded Dynamic ...	2024-09-13	Code
7	DSANet	0.995	No	-	-	Code
8	SANet	0.995	No	-	-	Code
9	FocalNet	0.995	No	-	-	Code
10	OKNet	0.995	No	-	-	Code
11	Instruct-IPT	0.992	No	Instruct-IPT: All-in-One Image Processing Transf...	2024-06-30	Code
12	MaIR	0.991	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
13	SAD-Net	0.99	No	-	-	Code
14	C2PNet	0.99	No	Curricular Contrastive Regularization for Physic...	2023-03-24	Code
15	DEA-Net-CR	0.9897	No	DEA-Net: Single image dehazing based on detail-e...	2023-01-12	Code
16	gUNet-D	0.986	No	Rethinking Performance Gains in Image Dehazing N...	2022-09-23	Code
17	MixDehazeNet	0.986	No	MixDehazeNet : Mix Structure Block For Image Deh...	2023-05-28	Code
18	DehazeFormer-B	0.984	No	Vision Transformers for Single Image Dehazing	2022-04-08	Code
19	GridDehazeNet	0.982	No	GridDehazeNet: Attention-Based Multi-Scale Netwo...	2019-08-08	Code
20	OneRestore	0.9814	No	OneRestore: A Universal Restoration Framework fo...	2024-07-05	Code
21	FFA-Net	0.9804	No	FFA-Net: Feature Fusion Attention Network for Si...	2019-11-18	Code
22	U2-Former	0.976	No	U2-Former: A Nested U-shaped Transformer for Ima...	2021-12-04	-
23	GMAN	0.9638	No	Generic Model-Agnostic Convolutional Neural Netw...	2018-10-05	Code
24	Uformer	0.945	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
25	EMRA-Net	0.9409	No	-	-	Code
26	Deep DCP	0.933	No	Unsupervised Single Image Dehazing Using Dark Ch...	2018-12-06	Code
27	Deep Energy (Network)	0.933	No	Deep-Energy: Unsupervised Training of Deep Neura...	2018-05-31	Code
28	AOD-Net	0.92	No	-	-	Code
29	GFN	0.88	No	Gated Fusion Network for Single Image Dehazing	2018-03-31	-
30	EPDN	0.863	No	-	-	Code

#1ChaIR
0.997
SSIM
No paperCode
#2FSNet
0.997
SSIM
No paperCode
#3SFNet
0.996
SSIM
No paperCode
#4ConvIR
0.996
SSIM
No paperCode
#5IRNeXt
0.996
SSIM
No paperCode
#6CasDyF-NetSOTA
0.995
SSIM· 2024-09-13
CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters Code
#7DSANet
0.995
SSIM
No paperCode
#8SANet
0.995
SSIM
No paperCode
#9FocalNet
0.995
SSIM
No paperCode
#10OKNet
0.995
SSIM
No paperCode
#11Instruct-IPTSOTA
0.992
SSIM· 2024-06-30
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation Code
#12MaIR
0.991
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#13SAD-Net
0.99
SSIM
No paperCode
#14C2PNetSOTA
0.99
SSIM· 2023-03-24
Curricular Contrastive Regularization for Physics-aware Single Image Dehazing Code
#15DEA-Net-CRSOTA
0.9897
SSIM· 2023-01-12
DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention Code
#16gUNet-DSOTA
0.986
SSIM· 2022-09-23
Rethinking Performance Gains in Image Dehazing Networks Code
#17MixDehazeNet
0.986
SSIM· 2023-05-28
MixDehazeNet : Mix Structure Block For Image Dehazing Network Code
#18DehazeFormer-BSOTA
0.984
SSIM· 2022-04-08
Vision Transformers for Single Image Dehazing Code
#19GridDehazeNetSOTA
0.982
SSIM· 2019-08-08
GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing Code
#20OneRestore
0.9814
SSIM· 2024-07-05
OneRestore: A Universal Restoration Framework for Composite Degradation Code
#21FFA-Net
0.9804
SSIM· 2019-11-18
FFA-Net: Feature Fusion Attention Network for Single Image Dehazing Code
#22U2-Former
0.976
SSIM· 2021-12-04
U2-Former: A Nested U-shaped Transformer for Image Restoration
#23GMANSOTA
0.9638
SSIM· 2018-10-05
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing Code
#24Uformer
0.945
SSIM· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#25EMRA-Net
0.9409
SSIM
No paperCode
#26Deep DCP
0.933
SSIM· 2018-12-06
Unsupervised Single Image Dehazing Using Dark Channel Prior Loss Code
#27Deep Energy (Network)SOTA
0.933
SSIM· 2018-05-31
Deep-Energy: Unsupervised Training of Deep Neural Networks Code
#28AOD-Net
0.92
SSIM
No paperCode
#29GFNSOTA
0.88
SSIM· 2018-03-31
Gated Fusion Network for Single Image Dehazing
#30EPDN
0.863
SSIM
No paperCode