Shadow Removal on ISTD+

Metric: PSNR (higher is better)

LeaderboardDataset

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Results

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	HomoFormer (CVPR 2024) (512x512)	28.53	No	-	-	Code
2	ShadowMaskFormer (arXiv 2024) (512x512)	28.34	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
3	SP+M-Net (ICCV 2019) (512x512)	28.31	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
4	SG-ShadowNet (ECCV 2022) (512x512)	28.25	No	-	-	Code
5	Auto (CVPR 2021) (512x512)	28.07	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
6	ShadowFormer (AAAI 2023) (512x512)	28.07	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
7	ShadowDiffusion (CVPR 2023) (512x512)	27.87	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
8	BMNet (CVPR 2022) (512x512)	27.74	No	-	-	Code
9	ST-CGAN (CVPR 2018) (512x512)	27.32	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
10	G2R-ShadowNet (CVPR 2021) (512x512)	27.13	No	From Shadow Generation to Shadow Removal	2021-03-24	Code
11	SG-ShadowNet (ECCV 2022) (256x256)	26.8	No	-	-	Code
12	HomoFormer (CVPR 2024) (256x256)	26.72	No	-	-	Code
13	BMNet (CVPR 2022) (256x256)	26.62	No	-	-	Code
14	SP+M-Net (ICCV 2019) (256x256)	26.58	No	Shadow Removal via Shadow Image Decomposition	2019-08-23	Code
15	ShadowMaskFormer (arXiv 2024) (256x256)	26.57	No	ShadowMaskFormer: Mask Augmented Patch Embedding...	2024-04-29	Code
16	ShadowFormer (AAAI 2023) (256x256)	26.55	No	ShadowFormer: Global Context Helps Image Shadow ...	2023-02-03	Code
17	DSC (TPAMI 2020) (256x256)	26.53	No	Direction-aware Spatial Context Features for Sha...	2018-05-12	Code
18	Mask-ShadowGAN (ICCV 2019) (512x512)	26.51	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
19	ShadowDiffusion (CVPR 2023) (256x256)	26.51	No	ShadowDiffusion: When Degradation Prior Meets Di...	2022-12-09	Code
20	Auto (CVPR 2021) (256x256)	26.1	No	Auto-Exposure Fusion for Single-Image Shadow Rem...	2021-03-01	Code
21	DC-ShadowNet (ICCV 2021) (512x512)	26.06	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
22	ST-CGAN (CVPR 2018) (256x256)	25.74	No	Stacked Conditional Generative Adversarial Netwo...	2017-12-07	Code
23	Mask-ShadowGAN (ICCV 2019) (256x256)	25.5	No	Mask-ShadowGAN: Learning to Remove Shadows from ...	2019-03-26	Code
24	DC-ShadowNet (ICCV 2021) (256x256)	25.18	No	DC-ShadowNet: Single-Image Hard and Soft Shadow ...	2022-07-21	Code
25	G2R-ShadowNet (CVPR 2021) (256x256)	24.23	No	From Shadow Generation to Shadow Removal	2021-03-24	Code

#1HomoFormer (CVPR 2024) (512x512)
28.53
PSNR
No paperCode
#2ShadowMaskFormer (arXiv 2024) (512x512)SOTA
28.34
PSNR· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#3SP+M-Net (ICCV 2019) (512x512)SOTA
28.31
PSNR· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#4SG-ShadowNet (ECCV 2022) (512x512)
28.25
PSNR
No paperCode
#5Auto (CVPR 2021) (512x512)
28.07
PSNR· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#6ShadowFormer (AAAI 2023) (512x512)
28.07
PSNR· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#7ShadowDiffusion (CVPR 2023) (512x512)
27.87
PSNR· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#8BMNet (CVPR 2022) (512x512)
27.74
PSNR
No paperCode
#9ST-CGAN (CVPR 2018) (512x512)SOTA
27.32
PSNR· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#10G2R-ShadowNet (CVPR 2021) (512x512)
27.13
PSNR· 2021-03-24
From Shadow Generation to Shadow Removal Code
#11SG-ShadowNet (ECCV 2022) (256x256)
26.8
PSNR
No paperCode
#12HomoFormer (CVPR 2024) (256x256)
26.72
PSNR
No paperCode
#13BMNet (CVPR 2022) (256x256)
26.62
PSNR
No paperCode
#14SP+M-Net (ICCV 2019) (256x256)
26.58
PSNR· 2019-08-23
Shadow Removal via Shadow Image Decomposition Code
#15ShadowMaskFormer (arXiv 2024) (256x256)
26.57
PSNR· 2024-04-29
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal Code
#16ShadowFormer (AAAI 2023) (256x256)
26.55
PSNR· 2023-02-03
ShadowFormer: Global Context Helps Image Shadow Removal Code
#17DSC (TPAMI 2020) (256x256)
26.53
PSNR· 2018-05-12
Direction-aware Spatial Context Features for Shadow Detection and Removal Code
#18Mask-ShadowGAN (ICCV 2019) (512x512)
26.51
PSNR· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#19ShadowDiffusion (CVPR 2023) (256x256)
26.51
PSNR· 2022-12-09
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal Code
#20Auto (CVPR 2021) (256x256)
26.1
PSNR· 2021-03-01
Auto-Exposure Fusion for Single-Image Shadow Removal Code
#21DC-ShadowNet (ICCV 2021) (512x512)
26.06
PSNR· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#22ST-CGAN (CVPR 2018) (256x256)
25.74
PSNR· 2017-12-07
Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal Code
#23Mask-ShadowGAN (ICCV 2019) (256x256)
25.5
PSNR· 2019-03-26
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data Code
#24DC-ShadowNet (ICCV 2021) (256x256)
25.18
PSNR· 2022-07-21
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network Code
#25G2R-ShadowNet (CVPR 2021) (256x256)
24.23
PSNR· 2021-03-24
From Shadow Generation to Shadow Removal Code