Shadow Removal on ISTD+ (test)
2.93RMSE (Shadow)ShadowFormer
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ShadowFormerMask Usage=Mask-Prior, Evaluation Resolution=640×4802026.03 | 2.93 | 1.66 | 1.93 | — | — | — | — | — | — | — | |
| IFBlendMask Usage=Mask-Free, Evaluation Resolution=640×4802026.03 | 3.18 | 2.14 | 2.4 | — | — | — | — | — | — | — | |
| AEFMask Usage=Mask-Prior, Evaluation Resolution=256×2562026.03 | 3.23 | 2.05 | 2.31 | — | — | — | — | — | — | — | |
| DINOLightMask Usage=Mask-Free, Evaluation Resolution=640×4802026.03 | 3.41 | 1.99 | 2.34 | — | — | — | — | — | — | — | |
| DNSRMask Usage=Mask-Prior, Evaluation Resolution=640×4802026.03 | 3.92 | 1.8 | 2.24 | — | — | — | — | — | — | — | |
| DHANMask Usage=Mask-Prior, Evaluation Resolution=640×4802026.03 | 4.04 | 2.97 | 3.19 | — | — | — | — | — | — | — | |
| PULSrMask Usage=Mask-Prior, Evaluation Resolution=512×5122026.03 | 4.12 | 2.39 | 2.82 | — | — | — | — | — | — | — | |
| RestormerMask Usage=Mask-Free, Evaluation Resolution=512×5122026.03 | 4.17 | 2.79 | 3.13 | — | — | — | — | — | — | — | |
| UformerMask Usage=Mask-Free, Evaluation Resolution=640×4802026.03 | 4.5 | 2.71 | 3.17 | — | — | — | — | — | — | — | |
| SwinIRMask Usage=Mask-Free, Evaluation Resolution=640×4802026.03 | 4.54 | 2.44 | 3 | — | — | — | — | — | — | — | |
| SP-M NetMask Usage=Mask-Prior, Evaluation Resolution=512×5122026.03 | 4.79 | 4.27 | 4.37 | — | — | — | — | — | — | — | |
| ShadowDiffusionResolution=256x2562022.12 | 4.9 | 2.3 | 2.7 | 39.82 | 38.9 | 35.72 | — | — | — | — | |
| ShadowDiffusionResolution=256x2562022.12 | 4.9 | 2.3 | 2.7 | 39.82 | 38.9 | 35.72 | — | — | — | — | |
| DeS3Mask Usage=Mask-Free, Evaluation Resolution=640×4802026.03 | 4.9 | 2.7 | 2.8 | — | — | — | — | — | — | — | |
| ShadowFormer-LargeResolution=256x2562023.02 | 5.2 | 2.3 | 2.8 | 39.67 | 38.82 | 35.46 | — | — | — | — | |
| ShadowFormer-SmallResolution=256x2562023.02 | 5.4 | 2.4 | 2.8 | 39.53 | 38.67 | 35.42 | — | — | — | — | |
| BMNetResolution=256x2562022.12 | 5.6 | 2.5 | 3 | — | — | — | — | — | — | — | |
| BMNetResolution=256x2562022.12 | 5.6 | 2.5 | 3 | — | — | — | — | — | — | — | |
| SP+M-NetResolution=256x2562022.12 | 5.9 | 3 | 3.5 | 37.59 | 36.02 | 32.94 | — | — | — | — | |
| SP+M-NetResolution=256x2562022.12 | 5.9 | 3 | 3.5 | 37.59 | 36.02 | 32.94 | — | — | — | — | |
| SP+M-NetResolution=256x2562023.02 | 5.9 | 3 | 3.5 | 37.59 | 36.02 | 32.94 | — | — | — | — | |
| Auto-exposure Fusion Network (Ours)Backbone=U-Net256, Input size=256x256, Batch size=82021.03 | 6.5 | 3.8 | 4.2 | — | — | — | — | — | — | — | |
| Fu et al.Resolution=256x2562022.12 | 6.6 | 3.8 | 4.2 | 36.04 | 31.16 | 29.45 | — | — | — | — | |
| Fu et al.Resolution=256x2562022.12 | 6.6 | 3.8 | 4.2 | 36.04 | 31.16 | 29.45 | — | — | — | — | |
| Fu et al.Resolution=256x2562023.02 | 6.6 | 3.8 | 4.2 | 36.04 | 31.16 | 29.45 | — | — | — | — | |
| SP+M-Net2021.03 | 7.9 | 3.1 | 3.9 | — | — | — | — | — | — | — | |
| Param+M+D-Net2021.03 | 9.7 | 3 | 4 | — | — | — | — | — | — | — | |
| Param-NetResolution=256x2562022.12 | 9.7 | 3 | 4 | — | — | — | — | — | — | — | |
| Param-NetResolution=256x2562022.12 | 9.7 | 3 | 4 | — | — | — | — | — | — | — | |
| Param-NetResolution=256x2562023.02 | 9.7 | 3 | 4 | — | — | — | — | — | — | — | |
| DCShadowNetMask Usage=Mask-Free, Evaluation Resolution=640×4802026.03 | 10.3 | 3.5 | 4.6 | — | — | — | — | — | — | — | |
| DHANResolution=256x2562022.12 | 11.2 | 7.1 | 7.8 | 32.92 | 27.15 | 25.66 | — | — | — | — | |
| DHANResolution=256x2562022.12 | 11.2 | 7.1 | 7.8 | 32.92 | 27.15 | 25.66 | — | — | — | — | |
| DHANResolution=256x2562023.02 | 11.2 | 7.1 | 7.8 | 32.92 | 27.15 | 25.66 | — | — | — | — | |
| MaskShadow-GAN2021.03 | 12.4 | 4 | 5.3 | — | — | — | — | — | — | — | |
| Gong et al.2021.03 | 13.3 | — | — | — | — | — | — | — | — | — | |
| ST-CGAN2021.03 | 13.4 | 7.7 | 8.7 | — | — | — | — | — | — | — | |
| ST-CGANResolution=256x2562022.12 | 13.4 | 7.7 | 8.7 | — | — | — | — | — | — | — | |
| ST-CGANResolution=256x2562022.12 | 13.4 | 7.7 | 8.7 | — | — | — | — | — | — | — | |
| DeshadowNet2021.03 | 15.9 | 6 | 7.6 | — | — | — | — | — | — | — | |
| DeshadowNetResolution=256x2562022.12 | 15.9 | 6 | 7.6 | — | — | — | — | — | — | — | |
| DeshadowNetResolution=256x2562022.12 | 15.9 | 6 | 7.6 | — | — | — | — | — | — | — | |
| DegradedMask Usage=-, Evaluation Resolution=640×4802026.03 | 17.53 | 1.82 | 7.15 | — | — | — | — | — | — | — | |
| Guo et al.2021.03 | 22 | 3.1 | 6.1 | — | — | — | — | — | — | — | |
| Input Image2021.03 | 40.2 | 2.6 | 8.5 | — | — | — | — | — | — | — | |
| Input ImageResolution=256x2562022.12 | 40.2 | 2.6 | 8.5 | 20.83 | 37.46 | 20.46 | — | — | — | — | |
| Input ImageResolution=256x2562022.12 | 40.2 | 2.6 | 8.5 | 20.83 | 37.46 | 20.46 | — | — | — | — | |
| Input ImageResolution=256x2562023.02 | 40.2 | 2.6 | 8.5 | 20.83 | 37.46 | 20.46 | — | — | — | — | |
| AdaptiveFusionNetworkParams (M)=23.92024.04 | — | — | — | — | — | — | — | 5.9 | 2.9 | 3.4 | |
| AutoExposureYear=2021, Mask-free=No2024.12 | — | — | — | — | — | 29.45 | 86.1 | — | — | — | |
| BMNetYear=2022, Mask-free=No2024.12 | — | — | — | — | — | 33.98 | 97.2 | — | — | — | |
| DeS3Year=2024, Mask-free=Yes2024.12 | — | — | — | — | — | 31.39 | 95.7 | — | — | — | |
| Detail-Preserving Latent DiffusionMask-free=Yes2024.12 | — | — | — | — | — | 35.19 | 97.4 | — | — | — | |
| DHANParams (M)=21.82024.04 | — | — | — | — | — | — | — | 11.2 | 7.1 | 7.8 | |
| DMTNYear=2023, Mask-free=No2024.12 | — | — | — | — | — | 32.23 | 96.6 | — | — | — | |
| Fu et al.Params (M)=1872024.04 | — | — | — | — | — | — | — | 6.6 | 3.8 | 4.2 | |
| G2RParams (M)=22.82024.04 | — | — | — | — | — | — | — | 8.8 | 2.9 | 3.9 | |
| HomoFormerYear=2024, Mask-free=No2024.12 | — | — | — | — | — | 35.72 | 97.7 | — | — | — | |
| Input Image2024.04 | — | — | — | — | — | — | — | 40.2 | 2.6 | 8.5 | |
| InstanceShadowYear=2024, Mask-free=No2024.12 | — | — | — | — | — | 34.69 | 96.8 | — | — | — | |
| OmniSRYear=2024, Mask-free=Yes2024.12 | — | — | — | — | — | 33.34 | 97 | — | — | — | |
| Param-Net2024.04 | — | — | — | — | — | — | — | 9.7 | 2.9 | 4.1 | |
| RefusionYear=2023, Mask-free=Yes2024.12 | — | — | — | — | — | 32.41 | 96.1 | — | — | — | |
| SG-ShadowNetParams (M)=6.2, Input Size=400 x 4002024.04 | — | — | — | — | — | — | — | 5.9 | 2.9 | 3.4 | |
| ShadowDiffusionYear=2023, Mask-free=No2024.12 | — | — | — | — | — | 34.63 | 96.7 | — | — | — | |
| ShadowDiffusionParams (M)=55.522024.04 | — | — | — | — | — | — | — | 4.9 | 2.3 | 2.7 | |
| ShadowFormerYear=2023, Mask-free=No2024.12 | — | — | — | — | — | 35.46 | 97.1 | — | — | — | |
| ShadowFormerParams (M)=2.42024.04 | — | — | — | — | — | — | — | 5.4 | 2.4 | 2.8 | |
| ShadowMaskFormerParams (M)=2.282024.04 | — | — | — | — | — | — | — | 5.4 | 2.2 | 2.7 | |
| SP+M-NetParams (M)=1412024.04 | — | — | — | — | — | — | — | 7.9 | 2.8 | 3.6 | |
| TBRNetYear=2023, Mask-free=Yes2024.12 | — | — | — | — | — | 31.91 | 96.4 | — | — | — |