Dehazing on SOTS Indoor

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	ConvIR	0.997	No	-	-	Code
2	MixDehazeNet	0.997	No	MixDehazeNet : Mix Structure Block For Image Deh...	2023-05-28	Code
3	FSNet	0.997	No	-	-	Code
4	ChaIR	0.997	No	-	-	Code
5	DSANet	0.997	No	-	-	Code
6	MaIR	0.997	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
7	CasDyF-Net	0.997	No	CasDyF-Net: Image Dehazing via Cascaded Dynamic ...	2024-09-13	Code
8	gUNet-D	0.996	No	Rethinking Performance Gains in Image Dehazing N...	2022-09-23	Code
9	SFNet	0.996	No	-	-	Code
10	IRNeXt	0.996	No	-	-	Code
11	FocalNet	0.996	No	-	-	Code
12	OKNet	0.996	No	-	-	Code
13	SANet	0.996	No	-	-	Code
14	DehazeFormer-L	0.996	No	Vision Transformers for Single Image Dehazing	2022-04-08	Code
15	C2PNet	0.9954	No	Curricular Contrastive Regularization for Physic...	2023-03-24	Code
16	DEA-Net-CR	0.9945	No	DEA-Net: Single image dehazing based on detail-e...	2023-01-12	Code
17	SAD-Net	0.993	No	-	-	Code
18	HDM	0.991	No	-	-	Code
19	PMNet	0.99	No	Perceiving and Modeling Density is All You Need ...	2021-11-18	Code
20	AECR-Net	0.99	No	Contrastive Learning for Compact Single Image De...	2021-04-19	Code
21	FFA-Net	0.989	No	FFA-Net: Feature Fusion Attention Network for Si...	2019-11-18	Code
22	U2-Former	0.988	No	U2-Former: A Nested U-shaped Transformer for Ima...	2021-12-04	-
23	GridDehazeNet	0.984	No	GridDehazeNet: Attention-Based Multi-Scale Netwo...	2019-08-08	Code
24	CL2S	0.9808	No	Rethinking the Elementary Function Fusion for Si...	2024-05-23	Code
25	GCANet	0.98	No	Gated Context Aggregation Network for Image Deha...	2018-11-21	Code
26	PFDN	0.976	No	-	-	-
27	Uformer	0.971	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
28	EMRA-Net	0.9448	No	-	-	Code
29	EPDN	0.9232	No	-	-	Code
30	GFN	0.88	No	Gated Fusion Network for Single Image Dehazing	2018-03-31	-
31	Deep DCP	0.832	No	Unsupervised Single Image Dehazing Using Dark Ch...	2018-12-06	Code
32	AOD-Net	0.816	No	-	-	Code
33	GMAN	0.8081	No	Generic Model-Agnostic Convolutional Neural Netw...	2018-10-05	Code

#1ConvIR
0.997
SSIM
No paperCode
#2MixDehazeNetSOTA
0.997
SSIM· 2023-05-28
MixDehazeNet : Mix Structure Block For Image Dehazing Network Code
#3FSNet
0.997
SSIM
No paperCode
#4ChaIR
0.997
SSIM
No paperCode
#5DSANet
0.997
SSIM
No paperCode
#6MaIR
0.997
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#7CasDyF-Net
0.997
SSIM· 2024-09-13
CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters Code
#8gUNet-D
0.996
SSIM· 2022-09-23
Rethinking Performance Gains in Image Dehazing Networks Code
#9SFNet
0.996
SSIM
No paperCode
#10IRNeXt
0.996
SSIM
No paperCode
#11FocalNet
0.996
SSIM
No paperCode
#12OKNet
0.996
SSIM
No paperCode
#13SANet
0.996
SSIM
No paperCode
#14DehazeFormer-LSOTA
0.996
SSIM· 2022-04-08
Vision Transformers for Single Image Dehazing Code
#15C2PNet
0.9954
SSIM· 2023-03-24
Curricular Contrastive Regularization for Physics-aware Single Image Dehazing Code
#16DEA-Net-CR
0.9945
SSIM· 2023-01-12
DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention Code
#17SAD-Net
0.993
SSIM
No paperCode
#18HDM
0.991
SSIM
No paperCode
#19PMNet
0.99
SSIM· 2021-11-18
Perceiving and Modeling Density is All You Need for Image Dehazing Code
#20AECR-NetSOTA
0.99
SSIM· 2021-04-19
Contrastive Learning for Compact Single Image Dehazing Code
#21FFA-NetSOTA
0.989
SSIM· 2019-11-18
FFA-Net: Feature Fusion Attention Network for Single Image Dehazing Code
#22U2-Former
0.988
SSIM· 2021-12-04
U2-Former: A Nested U-shaped Transformer for Image Restoration
#23GridDehazeNetSOTA
0.984
SSIM· 2019-08-08
GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing Code
#24CL2S
0.9808
SSIM· 2024-05-23
Rethinking the Elementary Function Fusion for Single-Image Dehazing Code
#25GCANetSOTA
0.98
SSIM· 2018-11-21
Gated Context Aggregation Network for Image Dehazing and Deraining Code
#26PFDN
0.976
SSIM
No paper
#27Uformer
0.971
SSIM· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#28EMRA-Net
0.9448
SSIM
No paperCode
#29EPDN
0.9232
SSIM
No paperCode
#30GFNSOTA
0.88
SSIM· 2018-03-31
Gated Fusion Network for Single Image Dehazing
#31Deep DCP
0.832
SSIM· 2018-12-06
Unsupervised Single Image Dehazing Using Dark Channel Prior Loss Code
#32AOD-Net
0.816
SSIM
No paperCode
#33GMAN
0.8081
SSIM· 2018-10-05
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing Code