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