Metric: LPIPS (lower is better)
| # | 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 |