Dehazing on SOTS Indoor

Metric: PSNR (higher is better)

LeaderboardDataset

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Results

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	ConvIR	42.72	No	-	-	Code
2	MixDehazeNet	42.62	No	MixDehazeNet : Mix Structure Block For Image Deh...	2023-05-28	Code
3	C2PNet	42.56	No	Curricular Contrastive Regularization for Physic...	2023-03-24	Code
4	FSNet	42.45	No	-	-	Code
5	ChaIR	41.95	No	-	-	Code
6	SAD-Net	41.71	No	-	-	Code
7	DSANet	41.36	No	-	-	Code
8	gUNet-D	41.34	No	Rethinking Performance Gains in Image Dehazing N...	2022-09-23	Code
9	DEA-Net-CR	41.31	No	DEA-Net: Single image dehazing based on detail-e...	2023-01-12	Code
10	SFNet	41.24	No	-	-	Code
11	IRNeXt	41.21	No	-	-	Code
12	FocalNet	40.82	No	-	-	Code
13	OKNet	40.79	No	-	-	Code
14	SANet	40.4	No	-	-	Code
15	DehazeFormer-L	40.05	No	Vision Transformers for Single Image Dehazing	2022-04-08	Code
16	MaIR	39.45	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
17	HDM	38.56	No	-	-	Code
18	PMNet	38.41	No	Perceiving and Modeling Density is All You Need ...	2021-11-18	Code
19	MAXIM-2S	38.11	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
20	AECR-Net	37.17	No	Contrastive Learning for Compact Single Image De...	2021-04-19	Code
21	U2-Former	36.42	No	U2-Former: A Nested U-shaped Transformer for Ima...	2021-12-04	-
22	FFA-Net	36.39	No	FFA-Net: Feature Fusion Attention Network for Si...	2019-11-18	Code
23	CL2S	35.36	No	Rethinking the Elementary Function Fusion for Si...	2024-05-23	Code
24	PFDN	32.68	No	-	-	-
25	GridDehazeNet	32.16	No	GridDehazeNet: Attention-Based Multi-Scale Netwo...	2019-08-08	Code
26	Uformer	31.91	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
27	GCANet	30.23	No	Gated Context Aggregation Network for Image Deha...	2018-11-21	Code
28	EMRA-Net	25.72	No	-	-	Code
29	EPDN	25.06	No	-	-	Code
30	GFN	22.3	No	Gated Fusion Network for Single Image Dehazing	2018-03-31	-
31	GMAN	20.53	No	Generic Model-Agnostic Convolutional Neural Netw...	2018-10-05	Code
32	AOD-Net	20.51	No	-	-	Code
33	Deep DCP	19.25	No	Unsupervised Single Image Dehazing Using Dark Ch...	2018-12-06	Code

#1ConvIR
42.72
PSNR
No paperCode
#2MixDehazeNetSOTA
42.62
PSNR· 2023-05-28
MixDehazeNet : Mix Structure Block For Image Dehazing Network Code
#3C2PNetSOTA
42.56
PSNR· 2023-03-24
Curricular Contrastive Regularization for Physics-aware Single Image Dehazing Code
#4FSNet
42.45
PSNR
No paperCode
#5ChaIR
41.95
PSNR
No paperCode
#6SAD-Net
41.71
PSNR
No paperCode
#7DSANet
41.36
PSNR
No paperCode
#8gUNet-DSOTA
41.34
PSNR· 2022-09-23
Rethinking Performance Gains in Image Dehazing Networks Code
#9DEA-Net-CR
41.31
PSNR· 2023-01-12
DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention Code
#10SFNet
41.24
PSNR
No paperCode
#11IRNeXt
41.21
PSNR
No paperCode
#12FocalNet
40.82
PSNR
No paperCode
#13OKNet
40.79
PSNR
No paperCode
#14SANet
40.4
PSNR
No paperCode
#15DehazeFormer-LSOTA
40.05
PSNR· 2022-04-08
Vision Transformers for Single Image Dehazing Code
#16MaIR
39.45
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#17HDM
38.56
PSNR
No paperCode
#18PMNetSOTA
38.41
PSNR· 2021-11-18
Perceiving and Modeling Density is All You Need for Image Dehazing Code
#19MAXIM-2S
38.11
PSNR· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#20AECR-NetSOTA
37.17
PSNR· 2021-04-19
Contrastive Learning for Compact Single Image Dehazing Code
#21U2-Former
36.42
PSNR· 2021-12-04
U2-Former: A Nested U-shaped Transformer for Image Restoration
#22FFA-NetSOTA
36.39
PSNR· 2019-11-18
FFA-Net: Feature Fusion Attention Network for Single Image Dehazing Code
#23CL2S
35.36
PSNR· 2024-05-23
Rethinking the Elementary Function Fusion for Single-Image Dehazing Code
#24PFDN
32.68
PSNR
No paper
#25GridDehazeNetSOTA
32.16
PSNR· 2019-08-08
GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing Code
#26Uformer
31.91
PSNR· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#27GCANetSOTA
30.23
PSNR· 2018-11-21
Gated Context Aggregation Network for Image Dehazing and Deraining Code
#28EMRA-Net
25.72
PSNR
No paperCode
#29EPDN
25.06
PSNR
No paperCode
#30GFNSOTA
22.3
PSNR· 2018-03-31
Gated Fusion Network for Single Image Dehazing
#31GMAN
20.53
PSNR· 2018-10-05
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing Code
#32AOD-Net
20.51
PSNR
No paperCode
#33Deep DCP
19.25
PSNR· 2018-12-06
Unsupervised Single Image Dehazing Using Dark Channel Prior Loss Code