Image Editing on ISTD+

Metric: RMSE (lower is better)

LeaderboardDataset

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Results

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#	Model↕	RMSE▲	Extra Data	Paper	Date↕	Code
1	RASM	2.53	No	Regional Attention for Shadow Removal	2024-11-21	Code
2	HomoFormer (CVPR 2024) (512x512)	2.88	No	-	-	Code
3	ShadowMaskFormer (arXiv 2024) (512x512)	2.95	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
4	SP+M-Net (ICCV 2019) (512x512)	2.96	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
5	SG-ShadowNet (ECCV 2022) (512x512)	2.98	No	-	-	Code
6	Auto (CVPR 2021) (512x512)	2.99	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
7	ShadowFormer (AAAI 2023) (512x512)	3.06	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
8	BMNet (CVPR 2022) (512x512)	3.06	No	-	-	Code
9	ShadowDiffusion (CVPR 2023) (512x512)	3.1	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
10	G2R-ShadowNet (CVPR 2021) (512x512)	3.31	No	From Shadow Generation to Shadow Removal	2021-03-24	Code
11	SG-ShadowNet (ECCV 2022) (256x256)	3.32	No	-	-	Code
12	BMNet (CVPR 2022) (256x256)	3.34	No	-	-	Code
13	ST-CGAN (CVPR 2018) (512x512)	3.36	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
14	HomoFormer (CVPR 2024) (256x256)	3.37	No	-	-	Code
15	SP+M-Net (ICCV 2019) (256x256)	3.37	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
16	ShadowMaskFormer (arXiv 2024) (256x256)	3.39	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
17	Mask-ShadowGAN (ICCV 2019) (512x512)	3.42	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
18	DSC (TPAMI 2020) (256x256)	3.44	No	Direction-aware Spatial Context Features for Sha...	2018-05-12	Code
19	ShadowDiffusion (CVPR 2023) (256x256)	3.44	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
20	ShadowFormer (AAAI 2023) (256x256)	3.45	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
21	Auto (CVPR 2021) (256x256)	3.53	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
22	DC-ShadowNet (ICCV 2021) (512x512)	3.64	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
23	Mask-ShadowGAN (ICCV 2019) (256x256)	3.7	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
24	ST-CGAN (CVPR 2018) (256x256)	3.77	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
25	DC-ShadowNet (ICCV 2021) (256x256)	3.89	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
26	G2R-ShadowNet (CVPR 2021) (256x256)	4.37	No	From Shadow Generation to Shadow Removal	2021-03-24	Code

#1RASMSOTA
2.53
RMSE· 2024-11-21
Regional Attention for Shadow Removal Code
#2HomoFormer (CVPR 2024) (512x512)
2.88
RMSE
No paperCode
#3ShadowMaskFormer (arXiv 2024) (512x512)SOTA
2.95
RMSE· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#4SP+M-Net (ICCV 2019) (512x512)SOTA
2.96
RMSE· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#5SG-ShadowNet (ECCV 2022) (512x512)
2.98
RMSE
No paperCode
#6Auto (CVPR 2021) (512x512)
2.99
RMSE· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#7ShadowFormer (AAAI 2023) (512x512)
3.06
RMSE· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#8BMNet (CVPR 2022) (512x512)
3.06
RMSE
No paperCode
#9ShadowDiffusion (CVPR 2023) (512x512)
3.1
RMSE· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#10G2R-ShadowNet (CVPR 2021) (512x512)
3.31
RMSE· 2021-03-24
From Shadow Generation to Shadow Removal Code
#11SG-ShadowNet (ECCV 2022) (256x256)
3.32
RMSE
No paperCode
#12BMNet (CVPR 2022) (256x256)
3.34
RMSE
No paperCode
#13ST-CGAN (CVPR 2018) (512x512)SOTA
3.36
RMSE· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#14HomoFormer (CVPR 2024) (256x256)
3.37
RMSE
No paperCode
#15SP+M-Net (ICCV 2019) (256x256)
3.37
RMSE· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#16ShadowMaskFormer (arXiv 2024) (256x256)
3.39
RMSE· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#17Mask-ShadowGAN (ICCV 2019) (512x512)
3.42
RMSE· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#18DSC (TPAMI 2020) (256x256)
3.44
RMSE· 2018-05-12
Direction-aware Spatial Context Features for Shadow Detection and Removal Code
#19ShadowDiffusion (CVPR 2023) (256x256)
3.44
RMSE· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#20ShadowFormer (AAAI 2023) (256x256)
3.45
RMSE· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#21Auto (CVPR 2021) (256x256)
3.53
RMSE· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#22DC-ShadowNet (ICCV 2021) (512x512)
3.64
RMSE· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#23Mask-ShadowGAN (ICCV 2019) (256x256)
3.7
RMSE· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#24ST-CGAN (CVPR 2018) (256x256)SOTA
3.77
RMSE· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#25DC-ShadowNet (ICCV 2021) (256x256)
3.89
RMSE· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#26G2R-ShadowNet (CVPR 2021) (256x256)
4.37
RMSE· 2021-03-24
From Shadow Generation to Shadow Removal Code