Image Dehazing on SOTS Outdoor

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	ChaIR	40.73	No	-	-	Code
2	FSNet	40.4	No	-	-	Code
3	SFNet	40.05	No	-	-	Code
4	Instruct-IPT	39.95	No	Instruct-IPT: All-in-One Image Processing Transf...	2024-06-30	Code
5	ConvIR	39.42	No	-	-	Code
6	IRNeXt	39.18	No	-	-	Code
7	CasDyF-Net	38.86	No	CasDyF-Net: Image Dehazing via Cascaded Dynamic ...	2024-09-13	Code
8	DSANet	38.39	No	-	-	Code
9	SANet	38.01	No	-	-	Code
10	SAD-Net	37.78	No	-	-	Code
11	FocalNet	37.71	No	-	-	Code
12	OKNet	37.68	No	-	-	Code
13	MaIR	36.96	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
14	C2PNet	36.68	No	Curricular Contrastive Regularization for Physic...	2023-03-24	Code
15	gUNet-D	36.64	No	Rethinking Performance Gains in Image Dehazing N...	2022-09-23	Code
16	DEA-Net-CR	36.59	No	DEA-Net: Single image dehazing based on detail-e...	2023-01-12	Code
17	MixDehazeNet	36.5	No	MixDehazeNet : Mix Structure Block For Image Deh...	2023-05-28	Code
18	OneRestore	35.58	No	OneRestore: A Universal Restoration Framework fo...	2024-07-05	Code
19	DehazeFormer-B	34.95	No	Vision Transformers for Single Image Dehazing	2022-04-08	Code
20	MAXIM-2S	34.19	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
21	FFA-Net	33.57	No	FFA-Net: Feature Fusion Attention Network for Si...	2019-11-18	Code
22	U2-Former	31.1	No	U2-Former: A Nested U-shaped Transformer for Ima...	2021-12-04	-
23	GridDehazeNet	30.86	No	GridDehazeNet: Attention-Based Multi-Scale Netwo...	2019-08-08	Code
24	GMAN	28.19	No	Generic Model-Agnostic Convolutional Neural Netw...	2018-10-05	Code
25	Uformer	26.52	No	Uformer: A General U-Shaped Transformer for Imag...	2021-06-06	Code
26	EMRA-Net	25.81	No	-	-	Code
27	AOD-Net	24.14	No	-	-	Code
28	Deep DCP	24.08	No	Unsupervised Single Image Dehazing Using Dark Ch...	2018-12-06	Code
29	Deep Energy (Network)	24.07	No	Deep-Energy: Unsupervised Training of Deep Neura...	2018-05-31	Code
30	EPDN	22.57	No	-	-	Code
31	GFN	22.3	No	Gated Fusion Network for Single Image Dehazing	2018-03-31	-

#1ChaIR
40.73
PSNR
No paperCode
#2FSNet
40.4
PSNR
No paperCode
#3SFNet
40.05
PSNR
No paperCode
#4Instruct-IPTSOTA
39.95
PSNR· 2024-06-30
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation Code
#5ConvIR
39.42
PSNR
No paperCode
#6IRNeXt
39.18
PSNR
No paperCode
#7CasDyF-Net
38.86
PSNR· 2024-09-13
CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters Code
#8DSANet
38.39
PSNR
No paperCode
#9SANet
38.01
PSNR
No paperCode
#10SAD-Net
37.78
PSNR
No paperCode
#11FocalNet
37.71
PSNR
No paperCode
#12OKNet
37.68
PSNR
No paperCode
#13MaIR
36.96
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#14C2PNetSOTA
36.68
PSNR· 2023-03-24
Curricular Contrastive Regularization for Physics-aware Single Image Dehazing Code
#15gUNet-DSOTA
36.64
PSNR· 2022-09-23
Rethinking Performance Gains in Image Dehazing Networks Code
#16DEA-Net-CR
36.59
PSNR· 2023-01-12
DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention Code
#17MixDehazeNet
36.5
PSNR· 2023-05-28
MixDehazeNet : Mix Structure Block For Image Dehazing Network Code
#18OneRestore
35.58
PSNR· 2024-07-05
OneRestore: A Universal Restoration Framework for Composite Degradation Code
#19DehazeFormer-BSOTA
34.95
PSNR· 2022-04-08
Vision Transformers for Single Image Dehazing Code
#20MAXIM-2SSOTA
34.19
PSNR· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#21FFA-NetSOTA
33.57
PSNR· 2019-11-18
FFA-Net: Feature Fusion Attention Network for Single Image Dehazing Code
#22U2-Former
31.1
PSNR· 2021-12-04
U2-Former: A Nested U-shaped Transformer for Image Restoration
#23GridDehazeNetSOTA
30.86
PSNR· 2019-08-08
GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing Code
#24GMANSOTA
28.19
PSNR· 2018-10-05
Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing Code
#25Uformer
26.52
PSNR· 2021-06-06
Uformer: A General U-Shaped Transformer for Image Restoration Code
#26EMRA-Net
25.81
PSNR
No paperCode
#27AOD-Net
24.14
PSNR
No paperCode
#28Deep DCP
24.08
PSNR· 2018-12-06
Unsupervised Single Image Dehazing Using Dark Channel Prior Loss Code
#29Deep Energy (Network)SOTA
24.07
PSNR· 2018-05-31
Deep-Energy: Unsupervised Training of Deep Neural Networks Code
#30EPDN
22.57
PSNR
No paperCode
#31GFNSOTA
22.3
PSNR· 2018-03-31
Gated Fusion Network for Single Image Dehazing