Metric: SSIM (higher is better)
| # | 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 |