Image Editing on ISTD+

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	SP+M-Net (ICCV 2019) (512x512)	0.866	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
2	Mask-ShadowGAN (ICCV 2019) (512x512)	0.865	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
3	HomoFormer (CVPR 2024) (512x512)	0.857	No	-	-	Code
4	Auto (CVPR 2021) (512x512)	0.853	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
5	ShadowMaskFormer (arXiv 2024) (512x512)	0.849	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
6	SG-ShadowNet (ECCV 2022) (512x512)	0.849	No	-	-	Code
7	BMNet (CVPR 2022) (512x512)	0.848	No	-	-	Code
8	ShadowFormer (AAAI 2023) (512x512)	0.847	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
9	G2R-ShadowNet (CVPR 2021) (512x512)	0.841	No	From Shadow Generation to Shadow Removal	2021-03-24	Code
10	ShadowDiffusion (CVPR 2023) (512x512)	0.839	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
11	DC-ShadowNet (ICCV 2021) (512x512)	0.835	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
12	ST-CGAN (CVPR 2018) (512x512)	0.829	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
13	DSC (TPAMI 2020) (256x256)	0.738	No	Direction-aware Spatial Context Features for Sha...	2018-05-12	Code
14	HomoFormer (CVPR 2024) (256x256)	0.732	No	-	-	Code
15	BMNet (CVPR 2022) (256x256)	0.731	No	-	-	Code
16	ShadowFormer (AAAI 2023) (256x256)	0.728	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
17	Mask-ShadowGAN (ICCV 2019) (256x256)	0.72	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
18	Auto (CVPR 2021) (256x256)	0.718	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
19	SG-ShadowNet (ECCV 2022) (256x256)	0.717	No	-	-	Code
20	SP+M-Net (ICCV 2019) (256x256)	0.717	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
21	ShadowMaskFormer (arXiv 2024) (256x256)	0.698	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
22	G2R-ShadowNet (CVPR 2021) (256x256)	0.696	No	From Shadow Generation to Shadow Removal	2021-03-24	Code
23	DC-ShadowNet (ICCV 2021) (256x256)	0.693	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
24	ST-CGAN (CVPR 2018) (256x256)	0.691	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
25	ShadowDiffusion (CVPR 2023) (256x256)	0.688	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code

#1SP+M-Net (ICCV 2019) (512x512)SOTA
0.866
SSIM· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#2Mask-ShadowGAN (ICCV 2019) (512x512)SOTA
0.865
SSIM· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#3HomoFormer (CVPR 2024) (512x512)
0.857
SSIM
No paperCode
#4Auto (CVPR 2021) (512x512)
0.853
SSIM· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#5ShadowMaskFormer (arXiv 2024) (512x512)
0.849
SSIM· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#6SG-ShadowNet (ECCV 2022) (512x512)
0.849
SSIM
No paperCode
#7BMNet (CVPR 2022) (512x512)
0.848
SSIM
No paperCode
#8ShadowFormer (AAAI 2023) (512x512)
0.847
SSIM· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#9G2R-ShadowNet (CVPR 2021) (512x512)
0.841
SSIM· 2021-03-24
From Shadow Generation to Shadow Removal Code
#10ShadowDiffusion (CVPR 2023) (512x512)
0.839
SSIM· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#11DC-ShadowNet (ICCV 2021) (512x512)
0.835
SSIM· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#12ST-CGAN (CVPR 2018) (512x512)SOTA
0.829
SSIM· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#13DSC (TPAMI 2020) (256x256)
0.738
SSIM· 2018-05-12
Direction-aware Spatial Context Features for Shadow Detection and Removal Code
#14HomoFormer (CVPR 2024) (256x256)
0.732
SSIM
No paperCode
#15BMNet (CVPR 2022) (256x256)
0.731
SSIM
No paperCode
#16ShadowFormer (AAAI 2023) (256x256)
0.728
SSIM· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#17Mask-ShadowGAN (ICCV 2019) (256x256)
0.72
SSIM· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#18Auto (CVPR 2021) (256x256)
0.718
SSIM· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#19SG-ShadowNet (ECCV 2022) (256x256)
0.717
SSIM
No paperCode
#20SP+M-Net (ICCV 2019) (256x256)
0.717
SSIM· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#21ShadowMaskFormer (arXiv 2024) (256x256)
0.698
SSIM· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#22G2R-ShadowNet (CVPR 2021) (256x256)
0.696
SSIM· 2021-03-24
From Shadow Generation to Shadow Removal Code
#23DC-ShadowNet (ICCV 2021) (256x256)
0.693
SSIM· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#24ST-CGAN (CVPR 2018) (256x256)
0.691
SSIM· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#25ShadowDiffusion (CVPR 2023) (256x256)
0.688
SSIM· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code