Image Editing on SRD

Metric: RMSE (lower is better)

LeaderboardDataset

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Results

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#	Model↕	RMSE▲	Extra Data	Paper	Date↕	Code
1	RASM	3.37	No	Regional Attention for Shadow Removal	2024-11-21	Code
2	HomoFormer (CVPR 2024) (512x512)	3.62	No	-	-	Code
3	DC-ShadowNet (ICCV 2021) (512x512)	3.68	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
4	Mask-ShadowGAN (ICCV 2019) (512x512)	3.83	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
5	ShadowFormer (AAAI 2023) (512x512)	3.9	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
6	DSC (TPAMI 2020) (256x256)	3.97	No	Direction-aware Spatial Context Features for Sha...	2018-05-12	Code
7	BMNet (CVPR 2022) (512x512)	4	No	-	-	Code
8	SG-ShadowNet (ECCV 2022) (512x512)	4.01	No	-	-	Code
9	ShadowMaskFormer (arXiv 2024) (512x512)	4.15	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
10	ST-CGAN (CVPR 2018) (256x256)	4.15	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
11	HomoFormer (CVPR 2024) (256x256)	4.17	No	-	-	Code
12	DC-ShadowNet (ICCV 2021) (256x256)	4.27	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
13	Mask-ShadowGAN (ICCV 2019) (256x256)	4.32	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
14	SP+M-Net (ICCV 2019) (512x512)	4.35	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
15	BMNet (CVPR 2022) (256x256)	4.39	No	-	-	Code
16	ShadowFormer (AAAI 2023) (256x256)	4.44	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
17	SG-ShadowNet (ECCV 2022) (256x256)	4.6	No	-	-	Code
18	ShadowMaskFormer (arXiv 2024) (256x256)	4.69	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
19	Auto (CVPR 2021) (512x512)	4.71	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
20	ShadowDiffusion (CVPR 2023) (256x256)	4.84	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
21	ShadowDiffusion (CVPR 2023) (512x512)	5.11	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
22	Auto (CVPR 2021) (256x256)	5.37	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
23	SP+M-Net (ICCV 2019) (256x256)	5.68	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
24	G2R-ShadowNet (CVPR 2021) (512x512)	5.72	No	From Shadow Generation to Shadow Removal	2021-03-24	Code
25	G2R-ShadowNet (CVPR 2021) (256x256)	6.08	No	From Shadow Generation to Shadow Removal	2021-03-24	Code

#1RASMSOTA
3.37
RMSE· 2024-11-21
Regional Attention for Shadow Removal Code
#2HomoFormer (CVPR 2024) (512x512)
3.62
RMSE
No paperCode
#3DC-ShadowNet (ICCV 2021) (512x512)SOTA
3.68
RMSE· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#4Mask-ShadowGAN (ICCV 2019) (512x512)SOTA
3.83
RMSE· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#5ShadowFormer (AAAI 2023) (512x512)
3.9
RMSE· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#6DSC (TPAMI 2020) (256x256)SOTA
3.97
RMSE· 2018-05-12
Direction-aware Spatial Context Features for Shadow Detection and Removal Code
#7BMNet (CVPR 2022) (512x512)
4
RMSE
No paperCode
#8SG-ShadowNet (ECCV 2022) (512x512)
4.01
RMSE
No paperCode
#9ShadowMaskFormer (arXiv 2024) (512x512)
4.15
RMSE· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#10ST-CGAN (CVPR 2018) (256x256)SOTA
4.15
RMSE· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#11HomoFormer (CVPR 2024) (256x256)
4.17
RMSE
No paperCode
#12DC-ShadowNet (ICCV 2021) (256x256)
4.27
RMSE· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#13Mask-ShadowGAN (ICCV 2019) (256x256)
4.32
RMSE· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#14SP+M-Net (ICCV 2019) (512x512)
4.35
RMSE· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#15BMNet (CVPR 2022) (256x256)
4.39
RMSE
No paperCode
#16ShadowFormer (AAAI 2023) (256x256)
4.44
RMSE· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#17SG-ShadowNet (ECCV 2022) (256x256)
4.6
RMSE
No paperCode
#18ShadowMaskFormer (arXiv 2024) (256x256)
4.69
RMSE· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#19Auto (CVPR 2021) (512x512)
4.71
RMSE· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#20ShadowDiffusion (CVPR 2023) (256x256)
4.84
RMSE· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#21ShadowDiffusion (CVPR 2023) (512x512)
5.11
RMSE· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#22Auto (CVPR 2021) (256x256)
5.37
RMSE· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#23SP+M-Net (ICCV 2019) (256x256)
5.68
RMSE· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#24G2R-ShadowNet (CVPR 2021) (512x512)
5.72
RMSE· 2021-03-24
From Shadow Generation to Shadow Removal Code
#25G2R-ShadowNet (CVPR 2021) (256x256)
6.08
RMSE· 2021-03-24
From Shadow Generation to Shadow Removal Code