Shadow Removal on SRD

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	HomoFormer (CVPR 2024) (512x512)	0.827	No	-	-	Code
2	BMNet (CVPR 2022) (512x512)	0.82	No	-	-	Code
3	ShadowFormer (AAAI 2023) (512x512)	0.819	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
4	DC-ShadowNet (ICCV 2021) (512x512)	0.808	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
5	ShadowDiffusion (CVPR 2023) (512x512)	0.804	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
6	Mask-ShadowGAN (ICCV 2019) (512x512)	0.803	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
7	Auto (CVPR 2021) (512x512)	0.8	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
8	ShadowMaskFormer (arXiv 2024) (512x512)	0.798	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
9	SP+M-Net (ICCV 2019) (512x512)	0.792	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
10	SG-ShadowNet (ECCV 2022) (512x512)	0.786	No	-	-	Code
11	G2R-ShadowNet (CVPR 2021) (512x512)	0.765	No	From Shadow Generation to Shadow Removal	2021-03-24	Code
12	HomoFormer (CVPR 2024) (256x256)	0.723	No	-	-	Code
13	BMNet (CVPR 2022) (256x256)	0.721	No	-	-	Code
14	ShadowFormer (AAAI 2023) (256x256)	0.715	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
15	Auto (CVPR 2021) (256x256)	0.694	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
16	ShadowDiffusion (CVPR 2023) (256x256)	0.684	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
17	DSC (TPAMI 2020) (256x256)	0.678	No	Direction-aware Spatial Context Features for Sha...	2018-05-12	Code
18	ShadowMaskFormer (arXiv 2024) (256x256)	0.671	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
19	DC-ShadowNet (ICCV 2021) (256x256)	0.67	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
20	Mask-ShadowGAN (ICCV 2019) (256x256)	0.662	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
21	ST-CGAN (CVPR 2018) (256x256)	0.637	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
22	SG-ShadowNet (ECCV 2022) (256x256)	0.636	No	-	-	Code
23	SP+M-Net (ICCV 2019) (256x256)	0.636	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
24	G2R-ShadowNet (CVPR 2021) (256x256)	0.619	No	From Shadow Generation to Shadow Removal	2021-03-24	Code

#1HomoFormer (CVPR 2024) (512x512)
0.827
SSIM
No paperCode
#2BMNet (CVPR 2022) (512x512)
0.82
SSIM
No paperCode
#3ShadowFormer (AAAI 2023) (512x512)SOTA
0.819
SSIM· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#4DC-ShadowNet (ICCV 2021) (512x512)SOTA
0.808
SSIM· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#5ShadowDiffusion (CVPR 2023) (512x512)
0.804
SSIM· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#6Mask-ShadowGAN (ICCV 2019) (512x512)SOTA
0.803
SSIM· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#7Auto (CVPR 2021) (512x512)
0.8
SSIM· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#8ShadowMaskFormer (arXiv 2024) (512x512)
0.798
SSIM· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#9SP+M-Net (ICCV 2019) (512x512)
0.792
SSIM· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#10SG-ShadowNet (ECCV 2022) (512x512)
0.786
SSIM
No paperCode
#11G2R-ShadowNet (CVPR 2021) (512x512)
0.765
SSIM· 2021-03-24
From Shadow Generation to Shadow Removal Code
#12HomoFormer (CVPR 2024) (256x256)
0.723
SSIM
No paperCode
#13BMNet (CVPR 2022) (256x256)
0.721
SSIM
No paperCode
#14ShadowFormer (AAAI 2023) (256x256)
0.715
SSIM· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#15Auto (CVPR 2021) (256x256)
0.694
SSIM· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#16ShadowDiffusion (CVPR 2023) (256x256)
0.684
SSIM· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#17DSC (TPAMI 2020) (256x256)SOTA
0.678
SSIM· 2018-05-12
Direction-aware Spatial Context Features for Shadow Detection and Removal Code
#18ShadowMaskFormer (arXiv 2024) (256x256)
0.671
SSIM· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#19DC-ShadowNet (ICCV 2021) (256x256)
0.67
SSIM· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#20Mask-ShadowGAN (ICCV 2019) (256x256)
0.662
SSIM· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#21ST-CGAN (CVPR 2018) (256x256)SOTA
0.637
SSIM· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#22SG-ShadowNet (ECCV 2022) (256x256)
0.636
SSIM
No paperCode
#23SP+M-Net (ICCV 2019) (256x256)
0.636
SSIM· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#24G2R-ShadowNet (CVPR 2021) (256x256)
0.619
SSIM· 2021-03-24
From Shadow Generation to Shadow Removal Code