Rain Removal on Rain100L

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	IPT	0.988	Yes	Pre-Trained Image Processing Transformer	2020-12-01	Code
2	MCW-Net	0.988	No	MCW-Net: Single Image Deraining with Multi-level...	2020-09-29	Code
3	M3SNet	0.985	No	A Mountain-Shaped Single-Stage Network for Accur...	2023-05-09	Code
4	MHNet	0.984	No	Mixed Hierarchy Network for Image Restoration	2023-02-19	Code
5	CAPTNet	0.981	No	Prompt-based Ingredient-Oriented All-in-One Imag...	2023-09-06	Code
6	IR-SDE	0.9805	No	Image Restoration with Mean-Reverting Stochastic...	2023-01-27	Code
7	PReNet	0.979	No	Progressive Image Deraining Networks: A Better a...	2019-01-26	Code
8	Restormer	0.978	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
9	Instruct-IPT	0.977	No	Instruct-IPT: All-in-One Image Processing Transf...	2024-06-30	Code
10	MAXIM	0.977	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
11	SFNet	0.974	No	-	-	Code
12	HINet	0.97	No	HINet: Half Instance Normalization Network for I...	2021-05-13	Code
13	MPRNet	0.965	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
14	MSPFN	0.933	No	Multi-Scale Progressive Fusion Network for Singl...	2020-03-24	Code
15	UMRL	0.923	No	Uncertainty Guided Multi-Scale Residual Learning...	2019-06-12	Code
16	DerainNet	0.884	No	Clearing the Skies: A deep network architecture ...	2016-09-07	Code
17	RESCAN	0.881	No	Recurrent Squeeze-and-Excitation Context Aggrega...	2018-07-16	-
18	SEMI	0.842	No	Semi-supervised Transfer Learning for Image Rain...	2018-07-29	Code
19	DIDMDN	0.741	No	Density-aware Single Image De-raining using a Mu...	2018-02-21	Code

#1IPT
0.988
SSIM· Extra Data· 2020-12-01
Pre-Trained Image Processing Transformer Code
#2MCW-NetSOTA
0.988
SSIM· 2020-09-29
MCW-Net: Single Image Deraining with Multi-level Connections and Wide Regional Non-local Blocks Code
#3M3SNet
0.985
SSIM· 2023-05-09
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration Code
#4MHNet
0.984
SSIM· 2023-02-19
Mixed Hierarchy Network for Image Restoration Code
#5CAPTNet
0.981
SSIM· 2023-09-06
Prompt-based Ingredient-Oriented All-in-One Image Restoration Code
#6IR-SDE
0.9805
SSIM· 2023-01-27
Image Restoration with Mean-Reverting Stochastic Differential Equations Code
#7PReNetSOTA
0.979
SSIM· 2019-01-26
Progressive Image Deraining Networks: A Better and Simpler Baseline Code
#8Restormer
0.978
SSIM· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#9Instruct-IPT
0.977
SSIM· 2024-06-30
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation Code
#10MAXIM
0.977
SSIM· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#11SFNet
0.974
SSIM
No paperCode
#12HINet
0.97
SSIM· 2021-05-13
HINet: Half Instance Normalization Network for Image Restoration Code
#13MPRNet
0.965
SSIM· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#14MSPFN
0.933
SSIM· 2020-03-24
Multi-Scale Progressive Fusion Network for Single Image Deraining Code
#15UMRL
0.923
SSIM· 2019-06-12
Uncertainty Guided Multi-Scale Residual Learning-using a Cycle Spinning CNN for Single Image De-Raining Code
#16DerainNetSOTA
0.884
SSIM· 2016-09-07
Clearing the Skies: A deep network architecture for single-image rain removal Code
#17RESCAN
0.881
SSIM· 2018-07-16
Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining
#18SEMI
0.842
SSIM· 2018-07-29
Semi-supervised Transfer Learning for Image Rain Removal Code
#19DIDMDN
0.741
SSIM· 2018-02-21
Density-aware Single Image De-raining using a Multi-stream Dense Network Code