Rain Removal on Rain100H

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	GOUB (Mean-ODE)	0.9414	No	Image Restoration Through Generalized Ornstein-U...	2023-12-16	Code
2	Fod w/ NMC	0.941	No	Forward-only Diffusion Probabilistic Models	2025-05-22	Code
3	DA-CLIP	0.926	No	Controlling Vision-Language Models for Multi-Tas...	2023-10-02	Code
4	FoD	0.925	No	Forward-only Diffusion Probabilistic Models	2025-05-22	Code
5	MCW-Net	0.922	No	MCW-Net: Single Image Deraining with Multi-level...	2020-09-29	Code
6	IR-SDE	0.9041	No	Image Restoration with Mean-Reverting Stochastic...	2023-01-27	Code
7	Restormer	0.904	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
8	MAXIM	0.903	No	MAXIM: Multi-Axis MLP for Image Processing	2022-01-09	Code
9	PReNet	0.899	No	Progressive Image Deraining Networks: A Better a...	2019-01-26	Code
10	HINet	0.894	No	HINet: Half Instance Normalization Network for I...	2021-05-13	Code
11	M3SNet	0.892	No	A Mountain-Shaped Single-Stage Network for Accur...	2023-05-09	Code
12	MPRNet	0.89	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
13	MSPFN	0.86	No	Multi-Scale Progressive Fusion Network for Singl...	2020-03-24	Code
14	UMRL	0.832	No	Uncertainty Guided Multi-Scale Residual Learning...	2019-06-12	Code
15	RESCAN	0.786	No	Recurrent Squeeze-and-Excitation Context Aggrega...	2018-07-16	-
16	DerainNet	0.592	No	Clearing the Skies: A deep network architecture ...	2016-09-07	Code
17	DIDMDN	0.524	No	Density-aware Single Image De-raining using a Mu...	2018-02-21	Code
18	SEMI	0.486	No	Semi-supervised Transfer Learning for Image Rain...	2018-07-29	Code

#1GOUB (Mean-ODE)SOTA
0.9414
SSIM· 2023-12-16
Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge Code
#2Fod w/ NMC
0.941
SSIM· 2025-05-22
Forward-only Diffusion Probabilistic Models Code
#3DA-CLIPSOTA
0.926
SSIM· 2023-10-02
Controlling Vision-Language Models for Multi-Task Image Restoration Code
#4FoD
0.925
SSIM· 2025-05-22
Forward-only Diffusion Probabilistic Models Code
#5MCW-NetSOTA
0.922
SSIM· 2020-09-29
MCW-Net: Single Image Deraining with Multi-level Connections and Wide Regional Non-local Blocks Code
#6IR-SDE
0.9041
SSIM· 2023-01-27
Image Restoration with Mean-Reverting Stochastic Differential Equations Code
#7Restormer
0.904
SSIM· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#8MAXIM
0.903
SSIM· 2022-01-09
MAXIM: Multi-Axis MLP for Image Processing Code
#9PReNetSOTA
0.899
SSIM· 2019-01-26
Progressive Image Deraining Networks: A Better and Simpler Baseline Code
#10HINet
0.894
SSIM· 2021-05-13
HINet: Half Instance Normalization Network for Image Restoration Code
#11M3SNet
0.892
SSIM· 2023-05-09
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration Code
#12MPRNet
0.89
SSIM· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#13MSPFN
0.86
SSIM· 2020-03-24
Multi-Scale Progressive Fusion Network for Single Image Deraining Code
#14UMRL
0.832
SSIM· 2019-06-12
Uncertainty Guided Multi-Scale Residual Learning-using a Cycle Spinning CNN for Single Image De-Raining Code
#15RESCANSOTA
0.786
SSIM· 2018-07-16
Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining
#16DerainNetSOTA
0.592
SSIM· 2016-09-07
Clearing the Skies: A deep network architecture for single-image rain removal Code
#17DIDMDN
0.524
SSIM· 2018-02-21
Density-aware Single Image De-raining using a Multi-stream Dense Network Code
#18SEMI
0.486
SSIM· 2018-07-29
Semi-supervised Transfer Learning for Image Rain Removal Code