Shadow Removal on ISTD original (test)
4.13RMSE (Shadow)ShadowDiffusion
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ShadowDiffusionResolution=256x2562022.12 | 4.13 | 4.14 | 4.12 | 40.15 | 0.994 | 33.7 | 0.977 | 32.33 | 0.969 | |
| DHANResolution=256x2562022.12 | 7.49 | 5.3 | 5.66 | 35.53 | 0.988 | 31.05 | 0.971 | 29.11 | 0.954 | |
| BMNetResolution=256x2562022.12 | 7.6 | 4.59 | 5.02 | 35.61 | 0.988 | 32.8 | 0.976 | 30.28 | 0.959 | |
| Auto-exposure Fusion Networkbackbone=U-Net256, input_resolution=256x256, optimizer=Adam2021.03 | 7.77 | 5.56 | 5.92 | — | — | — | — | — | — | |
| Fu et al.Resolution=256x2562022.12 | 7.91 | 5.51 | 5.88 | 34.71 | 0.975 | 28.61 | 0.88 | 27.19 | 0.945 | |
| DHAN2021.03 | 8.14 | 6.04 | 6.37 | — | — | — | — | — | — | |
| Zhu et al.Resolution=256x2562022.12 | 8.29 | 4.55 | 5.09 | 36.95 | 0.987 | 31.54 | 0.978 | 29.85 | 0.96 | |
| DSCResolution=256x2562022.12 | 8.72 | 5.04 | 5.59 | 34.64 | 0.984 | 31.26 | 0.969 | 29 | 0.944 | |
| DSC2021.03 | 9.76 | 6.14 | 6.67 | — | — | — | — | — | — | |
| ST-CGANResolution=256x2562022.12 | 9.99 | 6.05 | 6.65 | 33.74 | 0.981 | 29.51 | 0.958 | 27.44 | 0.929 | |
| ST-CGAN2021.03 | 10.33 | 6.93 | 7.47 | — | — | — | — | — | — | |
| G2RResolution=256x2562022.12 | 10.72 | 7.55 | 7.85 | 31.63 | 0.975 | 26.19 | 0.967 | 24.72 | 0.932 | |
| DC-ShadowNetResolution=256x2562022.12 | 11.43 | 5.81 | 6.57 | 31.69 | 0.976 | 28.99 | 0.958 | 26.38 | 0.922 | |
| MaskShadow-GANunpaired_training=true2021.03 | 12.67 | 6.68 | 7.41 | — | — | — | — | — | — | |
| MaskShadow-GANResolution=256x2562022.12 | 12.67 | 6.68 | 7.41 | — | — | — | — | — | — | |
| Gong et al.2021.03 | 14.98 | 7.29 | 8.53 | — | — | — | — | — | — | |
| Guo et al.Resolution=256x2562022.12 | 18.65 | 7.76 | 9.26 | 27.76 | 0.964 | 26.44 | 0.975 | 23.08 | 0.919 | |
| Guo et al.2021.03 | 18.95 | 7.46 | 9.3 | — | — | — | — | — | — | |
| Input ImageResolution=256x2562022.12 | 32.1 | 7.09 | 10.88 | 22.4 | 0.936 | 27.32 | 0.976 | 20.56 | 0.893 | |
| Input Image2021.03 | 32.12 | 7.19 | 10.97 | — | — | — | — | — | — |