Shadow Removal on SRD

Metric: LPIPS (lower is better)

LeaderboardDataset

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Results

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#	Model↕	LPIPS▲	Extra Data	Paper	Date↕	Code
1	HomoFormer (CVPR 2024) (512x512)	0.219	No	-	-	Code
2	BMNet (CVPR 2022) (512x512)	0.225	No	-	-	Code
3	ShadowFormer (AAAI 2023) (512x512)	0.228	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
4	ShadowDiffusion (CVPR 2023) (512x512)	0.24	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
5	Auto (CVPR 2021) (512x512)	0.247	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
6	ShadowMaskFormer (arXiv 2024) (512x512)	0.249	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
7	DC-ShadowNet (ICCV 2021) (512x512)	0.255	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
8	SP+M-Net (ICCV 2019) (512x512)	0.269	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
9	Mask-ShadowGAN (ICCV 2019) (512x512)	0.27	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
10	SG-ShadowNet (ECCV 2022) (512x512)	0.279	No	-	-	Code
11	G2R-ShadowNet (CVPR 2021) (512x512)	0.302	No	From Shadow Generation to Shadow Removal	2021-03-24	Code
12	HomoFormer (CVPR 2024) (256x256)	0.325	No	-	-	Code
13	BMNet (CVPR 2022) (256x256)	0.327	No	-	-	Code
14	ShadowFormer (AAAI 2023) (256x256)	0.348	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
15	ShadowDiffusion (CVPR 2023) (256x256)	0.363	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
16	Auto (CVPR 2021) (256x256)	0.37	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
17	DC-ShadowNet (ICCV 2021) (256x256)	0.383	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
18	ShadowMaskFormer (arXiv 2024) (256x256)	0.386	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
19	DSC (TPAMI 2020) (256x256)	0.412	No	Direction-aware Spatial Context Features for Sha...	2018-05-12	Code
20	Mask-ShadowGAN (ICCV 2019) (256x256)	0.427	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
21	ST-CGAN (CVPR 2018) (256x256)	0.443	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
22	SG-ShadowNet (ECCV 2022) (256x256)	0.443	No	-	-	Code
23	SP+M-Net (ICCV 2019) (256x256)	0.444	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
24	G2R-ShadowNet (CVPR 2021) (256x256)	0.46	No	From Shadow Generation to Shadow Removal	2021-03-24	Code

#1HomoFormer (CVPR 2024) (512x512)
0.219
LPIPS
No paperCode
#2BMNet (CVPR 2022) (512x512)
0.225
LPIPS
No paperCode
#3ShadowFormer (AAAI 2023) (512x512)SOTA
0.228
LPIPS· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#4ShadowDiffusion (CVPR 2023) (512x512)SOTA
0.24
LPIPS· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#5Auto (CVPR 2021) (512x512)SOTA
0.247
LPIPS· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#6ShadowMaskFormer (arXiv 2024) (512x512)
0.249
LPIPS· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#7DC-ShadowNet (ICCV 2021) (512x512)
0.255
LPIPS· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#8SP+M-Net (ICCV 2019) (512x512)SOTA
0.269
LPIPS· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#9Mask-ShadowGAN (ICCV 2019) (512x512)SOTA
0.27
LPIPS· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#10SG-ShadowNet (ECCV 2022) (512x512)
0.279
LPIPS
No paperCode
#11G2R-ShadowNet (CVPR 2021) (512x512)
0.302
LPIPS· 2021-03-24
From Shadow Generation to Shadow Removal Code
#12HomoFormer (CVPR 2024) (256x256)
0.325
LPIPS
No paperCode
#13BMNet (CVPR 2022) (256x256)
0.327
LPIPS
No paperCode
#14ShadowFormer (AAAI 2023) (256x256)
0.348
LPIPS· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#15ShadowDiffusion (CVPR 2023) (256x256)
0.363
LPIPS· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#16Auto (CVPR 2021) (256x256)
0.37
LPIPS· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#17DC-ShadowNet (ICCV 2021) (256x256)
0.383
LPIPS· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#18ShadowMaskFormer (arXiv 2024) (256x256)
0.386
LPIPS· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#19DSC (TPAMI 2020) (256x256)SOTA
0.412
LPIPS· 2018-05-12
Direction-aware Spatial Context Features for Shadow Detection and Removal Code
#20Mask-ShadowGAN (ICCV 2019) (256x256)
0.427
LPIPS· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#21ST-CGAN (CVPR 2018) (256x256)SOTA
0.443
LPIPS· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#22SG-ShadowNet (ECCV 2022) (256x256)
0.443
LPIPS
No paperCode
#23SP+M-Net (ICCV 2019) (256x256)
0.444
LPIPS· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#24G2R-ShadowNet (CVPR 2021) (256x256)
0.46
LPIPS· 2021-03-24
From Shadow Generation to Shadow Removal Code