Metric: RMSE (lower is better)
| # | Model↕ | RMSE▲ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RASM | 2.53 | No | Regional Attention for Shadow Removal | 2024-11-21 | Code |
| 2 | HomoFormer (CVPR 2024) (512x512) | 2.88 | No | - | - | Code |
| 3 | ShadowMaskFormer (arXiv 2024) (512x512) | 2.95 | No | ShadowMaskFormer: Mask Augmented Patch Embedding... | 2024-04-29 | Code |
| 4 | SP+M-Net (ICCV 2019) (512x512) | 2.96 | No | Shadow Removal via Shadow Image Decomposition | 2019-08-23 | Code |
| 5 | SG-ShadowNet (ECCV 2022) (512x512) | 2.98 | No | - | - | Code |
| 6 | Auto (CVPR 2021) (512x512) | 2.99 | No | Auto-Exposure Fusion for Single-Image Shadow Rem... | 2021-03-01 | Code |
| 7 | ShadowFormer (AAAI 2023) (512x512) | 3.06 | No | ShadowFormer: Global Context Helps Image Shadow ... | 2023-02-03 | Code |
| 8 | BMNet (CVPR 2022) (512x512) | 3.06 | No | - | - | Code |
| 9 | ShadowDiffusion (CVPR 2023) (512x512) | 3.1 | No | ShadowDiffusion: When Degradation Prior Meets Di... | 2022-12-09 | Code |
| 10 | G2R-ShadowNet (CVPR 2021) (512x512) | 3.31 | No | From Shadow Generation to Shadow Removal | 2021-03-24 | Code |
| 11 | SG-ShadowNet (ECCV 2022) (256x256) | 3.32 | No | - | - | Code |
| 12 | BMNet (CVPR 2022) (256x256) | 3.34 | No | - | - | Code |
| 13 | ST-CGAN (CVPR 2018) (512x512) | 3.36 | No | Stacked Conditional Generative Adversarial Netwo... | 2017-12-07 | Code |
| 14 | HomoFormer (CVPR 2024) (256x256) | 3.37 | No | - | - | Code |
| 15 | SP+M-Net (ICCV 2019) (256x256) | 3.37 | No | Shadow Removal via Shadow Image Decomposition | 2019-08-23 | Code |
| 16 | ShadowMaskFormer (arXiv 2024) (256x256) | 3.39 | No | ShadowMaskFormer: Mask Augmented Patch Embedding... | 2024-04-29 | Code |
| 17 | Mask-ShadowGAN (ICCV 2019) (512x512) | 3.42 | No | Mask-ShadowGAN: Learning to Remove Shadows from ... | 2019-03-26 | Code |
| 18 | DSC (TPAMI 2020) (256x256) | 3.44 | No | Direction-aware Spatial Context Features for Sha... | 2018-05-12 | Code |
| 19 | ShadowDiffusion (CVPR 2023) (256x256) | 3.44 | No | ShadowDiffusion: When Degradation Prior Meets Di... | 2022-12-09 | Code |
| 20 | ShadowFormer (AAAI 2023) (256x256) | 3.45 | No | ShadowFormer: Global Context Helps Image Shadow ... | 2023-02-03 | Code |
| 21 | Auto (CVPR 2021) (256x256) | 3.53 | No | Auto-Exposure Fusion for Single-Image Shadow Rem... | 2021-03-01 | Code |
| 22 | DC-ShadowNet (ICCV 2021) (512x512) | 3.64 | No | DC-ShadowNet: Single-Image Hard and Soft Shadow ... | 2022-07-21 | Code |
| 23 | Mask-ShadowGAN (ICCV 2019) (256x256) | 3.7 | No | Mask-ShadowGAN: Learning to Remove Shadows from ... | 2019-03-26 | Code |
| 24 | ST-CGAN (CVPR 2018) (256x256) | 3.77 | No | Stacked Conditional Generative Adversarial Netwo... | 2017-12-07 | Code |
| 25 | DC-ShadowNet (ICCV 2021) (256x256) | 3.89 | No | DC-ShadowNet: Single-Image Hard and Soft Shadow ... | 2022-07-21 | Code |
| 26 | G2R-ShadowNet (CVPR 2021) (256x256) | 4.37 | No | From Shadow Generation to Shadow Removal | 2021-03-24 | Code |