Image Editing on ISTD+

Metric: LPIPS (lower is better)

LeaderboardDataset

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Results

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#	Model↕	LPIPS▲	Extra Data	Paper	Date↕	Code
1	SP+M-Net (ICCV 2019) (512x512)	0.183	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
2	Auto (CVPR 2021) (512x512)	0.189	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
3	HomoFormer (CVPR 2024) (512x512)	0.196	No	-	-	Code
4	Mask-ShadowGAN (ICCV 2019) (512x512)	0.196	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
5	ShadowFormer (AAAI 2023) (512x512)	0.204	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
6	SG-ShadowNet (ECCV 2022) (512x512)	0.205	No	-	-	Code
7	ShadowMaskFormer (arXiv 2024) (512x512)	0.211	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
8	BMNet (CVPR 2022) (512x512)	0.212	No	-	-	Code
9	G2R-ShadowNet (CVPR 2021) (512x512)	0.221	No	From Shadow Generation to Shadow Removal	2021-03-24	Code
10	ShadowDiffusion (CVPR 2023) (512x512)	0.222	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
11	DC-ShadowNet (ICCV 2021) (512x512)	0.234	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
12	ST-CGAN (CVPR 2018) (512x512)	0.252	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
13	DSC (TPAMI 2020) (256x256)	0.347	No	Direction-aware Spatial Context Features for Sha...	2018-05-12	Code
14	HomoFormer (CVPR 2024) (256x256)	0.348	No	-	-	Code
15	ShadowFormer (AAAI 2023) (256x256)	0.35	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
16	BMNet (CVPR 2022) (256x256)	0.354	No	-	-	Code
17	Auto (CVPR 2021) (256x256)	0.365	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
18	SG-ShadowNet (ECCV 2022) (256x256)	0.369	No	-	-	Code
19	SP+M-Net (ICCV 2019) (256x256)	0.373	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
20	Mask-ShadowGAN (ICCV 2019) (256x256)	0.377	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
21	ShadowMaskFormer (arXiv 2024) (256x256)	0.395	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
22	G2R-ShadowNet (CVPR 2021) (256x256)	0.396	No	From Shadow Generation to Shadow Removal	2021-03-24	Code
23	ShadowDiffusion (CVPR 2023) (256x256)	0.404	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
24	DC-ShadowNet (ICCV 2021) (256x256)	0.406	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
25	ST-CGAN (CVPR 2018) (256x256)	0.408	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code

#1SP+M-Net (ICCV 2019) (512x512)SOTA
0.183
LPIPS· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#2Auto (CVPR 2021) (512x512)
0.189
LPIPS· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#3HomoFormer (CVPR 2024) (512x512)
0.196
LPIPS
No paperCode
#4Mask-ShadowGAN (ICCV 2019) (512x512)SOTA
0.196
LPIPS· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#5ShadowFormer (AAAI 2023) (512x512)
0.204
LPIPS· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#6SG-ShadowNet (ECCV 2022) (512x512)
0.205
LPIPS
No paperCode
#7ShadowMaskFormer (arXiv 2024) (512x512)
0.211
LPIPS· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#8BMNet (CVPR 2022) (512x512)
0.212
LPIPS
No paperCode
#9G2R-ShadowNet (CVPR 2021) (512x512)
0.221
LPIPS· 2021-03-24
From Shadow Generation to Shadow Removal Code
#10ShadowDiffusion (CVPR 2023) (512x512)
0.222
LPIPS· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#11DC-ShadowNet (ICCV 2021) (512x512)
0.234
LPIPS· 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
0.252
LPIPS· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#13DSC (TPAMI 2020) (256x256)
0.347
LPIPS· 2018-05-12
Direction-aware Spatial Context Features for Shadow Detection and Removal Code
#14HomoFormer (CVPR 2024) (256x256)
0.348
LPIPS
No paperCode
#15ShadowFormer (AAAI 2023) (256x256)
0.35
LPIPS· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#16BMNet (CVPR 2022) (256x256)
0.354
LPIPS
No paperCode
#17Auto (CVPR 2021) (256x256)
0.365
LPIPS· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#18SG-ShadowNet (ECCV 2022) (256x256)
0.369
LPIPS
No paperCode
#19SP+M-Net (ICCV 2019) (256x256)
0.373
LPIPS· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#20Mask-ShadowGAN (ICCV 2019) (256x256)
0.377
LPIPS· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#21ShadowMaskFormer (arXiv 2024) (256x256)
0.395
LPIPS· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#22G2R-ShadowNet (CVPR 2021) (256x256)
0.396
LPIPS· 2021-03-24
From Shadow Generation to Shadow Removal Code
#23ShadowDiffusion (CVPR 2023) (256x256)
0.404
LPIPS· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#24DC-ShadowNet (ICCV 2021) (256x256)
0.406
LPIPS· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#25ST-CGAN (CVPR 2018) (256x256)SOTA
0.408
LPIPS· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code