Building Change Detection on LEVIR-CD+ (test)
91.39F1 ScoreSGSLN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SGSLNScale=5122023.11 | 91.39 | 92.2 | 90.59 | 84.14 | |
| SGSLNScale=2562023.11 | 90.9 | 91.3 | 90.5 | 83.32 | |
| SGSLNScale=1282023.11 | 89.95 | 90.74 | 89.18 | 81.74 | |
| ChangeMamba (Real)Architecture=ChangeMamba, Train on=Real2024.06 | 87.25 | — | — | 77.39 | |
| Intelligent-BCD2023.11 | 86.29 | 93.8 | 79.9 | 75.89 | |
| AttU-Net2023.11 | 85.99 | 93.5 | 79.6 | 75.43 | |
| U-Net2023.11 | 85.86 | 93.2 | 79.6 | 75.23 | |
| DinoMamba (Real)Architecture=DinoMamba, Train on=Real2024.06 | 85.14 | — | — | 74.12 | |
| BiT2023.11 | 82.79 | 82.74 | 82.85 | 70.64 | |
| ChangeFormer (Real)Architecture=ChangeFormer, Train on=Real2024.06 | 80.58 | — | — | 67.48 | |
| STANet2023.11 | 79.27 | 74.62 | 84.54 | 65.66 | |
| DTCDSCN (Real)Architecture=DTCDSCN, Train on=Real2024.06 | 77.63 | — | — | 63.44 | |
| DTCDSCN2023.11 | 77.6 | 80.36 | 75.03 | 63.4 | |
| UNet++_MSOF2023.11 | 75.34 | 85.9 | 67.1 | 60.44 | |
| FC-Siam-Diff2023.11 | 73.48 | 74.97 | 72.04 | 58.07 | |
| FC-Siam-Conc2023.11 | 72.97 | 66.24 | 81.22 | 57.44 | |
| FC-EF2023.11 | 66.48 | 61.3 | 72.61 | 49.79 | |
| DinoMambaArchitecture=DinoMamba, Train on=SynRS3D2024.06 | 66.23 | — | — | 49.63 | |
| DinoMambaArchitecture=DinoMamba, Train on=SyntheWorld [83]2024.06 | 65.46 | — | — | 48.78 | |
| DinoMambaArchitecture=DinoMamba, Train on=SMARS [73]2024.06 | 47.31 | — | — | 30.85 | |
| ChangeMamba trained on SynRS3DArchitecture=ChangeMamba, Train on=SynRS3D2024.06 | 46.78 | — | — | 30.39 | |
| ChangeMambaArchitecture=ChangeMamba, Train on=SyntheWorld [83]2024.06 | 44.3 | — | — | 28.28 | |
| ChangeMambaArchitecture=ChangeMamba, Train on=SMARS [73]2024.06 | 42.5 | — | — | 27.5 | |
| DTCDSCN trained on SynRS3DArchitecture=DTCDSCN, Train on=SynRS3D2024.06 | 41.3 | — | — | 25.82 | |
| ChangeFormer trained on SynRS3DArchitecture=ChangeFormer, Train on=SynRS3D2024.06 | 38.14 | — | — | 23.33 | |
| ChangeFormerArchitecture=ChangeFormer, Train on=SyntheWorld [83]2024.06 | 38.12 | — | — | 23.31 | |
| DTCDSCNArchitecture=DTCDSCN, Train on=SyntheWorld [83]2024.06 | 35.28 | — | — | 21.16 | |
| ChangeFormerArchitecture=ChangeFormer, Train on=SMARS [73]2024.06 | 27.58 | — | — | 15.67 | |
| DTCDSCNArchitecture=DTCDSCN, Train on=SMARS [73]2024.06 | 21.53 | — | — | 11.7 |