Shadow Detection on SBU (test)
2.43Balanced Error Rate (BER)SVL
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SVL2026.05 | 2.43 | 2.24 | 2.62 | — | — | — | — | — | — | — | — | |
| STNetYear=20252026.05 | 2.74 | 3.16 | 2.32 | — | — | — | — | — | — | — | — | |
| SwinShadowYear=20242026.05 | 2.78 | 2.78 | 2.79 | — | — | — | — | — | — | — | — | |
| ShadowAdapterYear=20252026.05 | 2.8 | 2.5 | 3.1 | — | — | — | — | — | — | — | — | |
| SDCMYear=20222026.05 | 2.94 | 3.54 | 2.35 | — | — | — | — | — | — | — | — | |
| RMLANetYear=20222026.05 | 2.97 | 2.53 | 3.42 | — | — | — | — | — | — | — | — | |
| SaTYear=20242026.05 | 3.02 | 3.68 | 2.36 | — | — | — | — | — | — | — | — | |
| FDRNetYear=20212026.05 | 3.04 | 2.91 | 3.18 | — | — | — | — | — | — | — | — | |
| MTMTYear=20202026.05 | 3.15 | 3.73 | 2.57 | — | — | — | — | — | — | — | — | |
| R2DYear=20232026.05 | 3.15 | 2.74 | 3.56 | — | — | — | — | — | — | — | — | |
| DSDYear=20192026.05 | 3.45 | 3.33 | 3.58 | — | — | — | — | — | — | — | — | |
| BDRARYear=20182026.05 | 3.64 | 3.4 | 3.89 | — | — | — | — | — | — | — | — | |
| CPD2019.04 | 4.19 | — | — | — | — | — | — | — | — | — | — | |
| EGNetYear=20192026.05 | 4.49 | 5.23 | 3.75 | — | — | — | — | — | — | — | — | |
| DC-DSPF2019.04 | 4.9 | — | — | — | — | — | — | — | — | — | — | |
| DC-DSPFYear=20192026.05 | 4.9 | 4.7 | 5.1 | — | — | — | — | — | — | — | — | |
| ITSDYear=20202026.05 | 5 | 8.65 | 1.36 | — | — | — | — | — | — | — | — | |
| ADNetYear=20182026.05 | 5.37 | 4.45 | 6.3 | — | — | — | — | — | — | — | — | |
| DSC2019.04 | 5.59 | — | — | — | — | — | — | — | — | — | — | |
| DSCtraining_set=SBU2018.05 | 5.59 | — | — | 97 | — | — | — | — | — | — | — | |
| DSCYear=20182026.05 | 5.59 | 9.76 | 1.42 | — | — | — | — | — | — | — | — | |
| BMPM2019.04 | 6.17 | — | — | — | — | — | — | — | — | — | — | |
| SRMYear=20172026.05 | 6.51 | 10.52 | 2.5 | — | — | — | — | — | — | — | — | |
| DSS2019.04 | 7 | — | — | — | — | — | — | — | — | — | — | |
| NLDF2019.04 | 7.02 | — | — | — | — | — | — | — | — | — | — | |
| SRM2018.05 | 7.25 | — | — | 96 | — | — | — | — | — | — | — | |
| RASYear=20182026.05 | 7.31 | 12.13 | 2.48 | — | — | — | — | — | — | — | — | |
| ST-CGANTraining Set=SBU2017.12 | 8.14 | 3.75 | 12.53 | — | — | — | — | — | — | — | — | |
| JDR2019.04 | 8.14 | — | — | — | — | — | — | — | — | — | — | |
| ST-CGANYear=20182026.05 | 8.14 | 3.75 | 12.53 | — | — | — | — | — | — | — | — | |
| PSPNet2018.05 | 8.57 | — | — | 95 | — | — | — | — | — | — | — | |
| PSPNetYear=20172026.05 | 8.57 | — | — | — | — | — | — | — | — | — | — | |
| scGANTraining Set=SBU2017.12 | 9.1 | 7.8 | 10.4 | — | — | — | — | — | — | — | — | |
| scGAN2019.04 | 9.1 | — | — | — | — | — | — | — | — | — | — | |
| scGAN2018.05 | 9.1 | — | — | 90 | — | — | — | — | — | — | — | |
| scGANYear=20182026.05 | 9.1 | 8.39 | 9.69 | — | — | — | — | — | — | — | — | |
| StackedCNNTraining Set=SBU2017.12 | 11 | 9.6 | 12.5 | — | — | — | — | — | — | — | — | |
| StackedCNN2019.04 | 11 | — | — | — | — | — | — | — | — | — | — | |
| stacked-CNN2018.05 | 11 | — | — | 88 | — | — | — | — | — | — | — | |
| patched-CNN2018.05 | 11.56 | — | — | 88 | — | — | — | — | — | — | — | |
| patched-CNNYear=20182026.05 | 11.56 | 15.6 | 7.52 | — | — | — | — | — | — | — | — | |
| cGANTraining Set=SBU2017.12 | 13.6 | 20.5 | 6.9 | — | — | — | — | — | — | — | — | |
| Amulet2018.05 | 15.13 | — | — | 93 | — | — | — | — | — | — | — | |
| Unary-Pairwise2018.05 | 25.03 | — | — | 86 | — | — | — | — | — | — | — | |
| Unary-PairwiseYear=20112026.05 | 25.03 | 36.26 | 13.8 | — | — | — | — | — | — | — | — | |
| AlignSAMreinforcement learning=true, semantic recalibration module=true, multi-step interaction=true2024.06 | 34.62 | — | — | — | — | — | — | — | — | — | 30.78 | |
| AlignSAMreinforcement learning=false, semantic recalibration module=true, multi-step interaction=true2024.06 | 37.57 | — | — | — | — | — | — | — | — | — | 25.62 | |
| AlignSAMreinforcement learning=true, semantic recalibration module=false, multi-step interaction=true2024.06 | 42.72 | — | — | — | — | — | — | — | — | — | 21.29 | |
| SAMed2024.06 | 42.84 | — | — | — | — | — | — | — | — | — | 17.24 | |
| AlignSAMreinforcement learning=true, semantic recalibration module=true, multi-step interaction=false2024.06 | 42.91 | — | — | — | — | — | — | — | — | — | 18.65 | |
| Painter2024.06 | 47.89 | — | — | — | — | — | — | — | — | — | 9.31 | |
| SEEM2024.06 | 48.01 | — | — | — | — | — | — | — | — | — | 19.52 | |
| PerSAM2024.06 | 49.51 | — | — | — | — | — | — | — | — | — | 18.68 | |
| CLIP Surgery+SAMgeneric task prompt=Shadow2023.12 | — | — | — | — | — | — | 33.1 | 33.6 | 51.7 | 44.2 | — | |
| GenSAMgeneric task prompt=Shadow2023.12 | — | — | — | — | — | — | 21.5 | 42.1 | 62.1 | 52.9 | — | |
| Our method2017.09 | — | — | — | 86.64 | 89.87 | 87.73 | — | — | — | — | — | |
| Stacked-CNN2017.09 | — | — | — | 88.5 | 86.09 | 90.59 | — | — | — | — | — | |
| Unary-Pairwise2017.09 | — | — | — | 86.39 | 56.36 | 93.57 | — | — | — | — | — |