Image Restoration on ARAD-1K

Metric: RMSE (lower is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	RMSE▲	Extra Data	Paper	Date↕	Code
1	MST++	0.0248	No	MST++: Multi-stage Spectral-wise Transformer for...	2022-04-17	Code
2	MST-L	0.0256	No	Mask-guided Spectral-wise Transformer for Effici...	2021-11-15	Code
3	MPRNet	0.027	No	Multi-Stage Progressive Image Restoration	2021-02-04	Code
4	Restormer	0.0274	No	Restormer: Efficient Transformer for High-Resolu...	2021-11-18	Code
5	MIRNet	0.0274	No	Learning Enriched Features for Real Image Restor...	2020-03-15	Code
6	HINet	0.0303	No	HINet: Half Instance Normalization Network for I...	2021-05-13	Code
7	HDNet	0.0317	No	HDNet: High-resolution Dual-domain Learning for ...	2022-03-04	Code
8	AWAN	0.0367	No	Adaptive Weighted Guided Image Filtering for Dep...	2022-01-18	-
9	EDSR	0.0437	No	Enhanced Deep Residual Networks for Single Image...	2017-07-10	Code
10	HRNet	0.055	No	Hierarchical Regression Network for Spectral Rec...	2020-05-10	Code
11	HSCNN+	0.0588	No	-	-	-

#1MST++SOTA
0.0248
RMSE· 2022-04-17
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction Code
#2MST-LSOTA
0.0256
RMSE· 2021-11-15
Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction Code
#3MPRNetSOTA
0.027
RMSE· 2021-02-04
Multi-Stage Progressive Image Restoration Code
#4Restormer
0.0274
RMSE· 2021-11-18
Restormer: Efficient Transformer for High-Resolution Image Restoration Code
#5MIRNetSOTA
0.0274
RMSE· 2020-03-15
Learning Enriched Features for Real Image Restoration and Enhancement Code
#6HINet
0.0303
RMSE· 2021-05-13
HINet: Half Instance Normalization Network for Image Restoration Code
#7HDNet
0.0317
RMSE· 2022-03-04
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging Code
#8AWAN
0.0367
RMSE· 2022-01-18
Adaptive Weighted Guided Image Filtering for Depth Enhancement in Shape-From-Focus
#9EDSRSOTA
0.0437
RMSE· 2017-07-10
Enhanced Deep Residual Networks for Single Image Super-Resolution Code
#10HRNet
0.055
RMSE· 2020-05-10
Hierarchical Regression Network for Spectral Reconstruction from RGB Images Code
#11HSCNN+
0.0588
RMSE
No paper