Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ShadowFormer | 4.79 | No | ShadowFormer: Global Context Helps Image Shadow ... | 2023-02-03 | Code |
| 2 | Resfusion | 4.81 | No | Resfusion: Denoising Diffusion Probabilistic Mod... | 2023-11-25 | Code |
| 3 | ShadowRefiner | 5.45 | No | ShadowRefiner: Towards Mask-free Shadow Removal ... | 2024-04-18 | Code |
| 4 | DHAN+DA | 5.76 | No | Towards Ghost-free Shadow Removal via Dual Hiera... | 2019-11-20 | Code |
| 5 | DC-ShadowNet | 5.88 | No | DC-ShadowNet: Single-Image Hard and Soft Shadow ... | 2022-07-21 | Code |
| 6 | DHAN | 6.37 | No | Towards Ghost-free Shadow Removal via Dual Hiera... | 2019-11-20 | Code |
| 7 | Zhang et al. | 6.62 | No | SpA-Former: Transformer image shadow detection a... | 2022-06-22 | Code |
| 8 | DSC | 6.67 | No | Direction-aware Spatial Context Features for Sha... | 2018-05-12 | Code |
| 9 | ST-CGAN | 7.47 | No | Stacked Conditional Generative Adversarial Netwo... | 2017-12-07 | Code |
| 10 | Gong et al. | 8.53 | No | - | - | - |