Building Damage Assessment on xBD v1 (test)
0.8738F1 (Floc)MambaBDA-Base
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MambaBDA-BaseType=Mamba-based, Post-processing=false2024.04 | 0.8738 | 0.7884 | 0.8141 | 0.9594 | 0.6274 | 0.7646 | 0.8858 | |
| MambaBDA-TinyType=Mamba-based, Post-processing=false2024.04 | 0.872 | 0.783 | 0.8097 | 0.9584 | 0.6096 | 0.7743 | 0.8823 | |
| DamFormerType=Transformer-based, Post-processing=false2024.04 | 0.8686 | 0.7281 | 0.7702 | 0.8986 | 0.5678 | 0.7256 | 0.8051 | |
| MambaBDA-SmallType=Mamba-based, Post-processing=false2024.04 | 0.8661 | 0.788 | 0.8114 | 0.9599 | 0.6282 | 0.7626 | 0.8837 | |
| Siamese-UNetType=CNN-based, Post-processing=false2024.04 | 0.8592 | 0.6558 | 0.7168 | 0.8674 | 0.5002 | 0.6443 | 0.7168 | |
| ChangeOS-101Type=CNN-based, Post-processing=false2024.04 | 0.8569 | 0.7114 | 0.755 | 0.8911 | 0.5311 | 0.7244 | 0.8079 | |
| ChangeOS-101-PPSType=CNN-based, Post-processing=true2024.04 | 0.8569 | 0.7544 | 0.7852 | 0.9281 | 0.5938 | 0.7465 | 0.8329 | |
| ChangeOS-50Type=CNN-based, Post-processing=false2024.04 | 0.8541 | 0.7088 | 0.7524 | 0.8898 | 0.5333 | 0.7124 | 0.806 | |
| ChangeOS-50-PPSType=CNN-based, Post-processing=true2024.04 | 0.8541 | 0.7564 | 0.7857 | 0.9266 | 0.6014 | 0.7418 | 0.8345 | |
| ChangeOS-34Type=CNN-based, Post-processing=false2024.04 | 0.8516 | 0.7028 | 0.7474 | 0.8863 | 0.5238 | 0.7116 | 0.8008 | |
| ChangeOS-34-PPSType=CNN-based, Post-processing=true2024.04 | 0.8516 | 0.7425 | 0.7752 | 0.9219 | 0.5807 | 0.7284 | 0.8279 | |
| ChangeOS-18Type=CNN-based, Post-processing=false2024.04 | 0.8462 | 0.6987 | 0.743 | 0.8861 | 0.521 | 0.7036 | 0.7965 | |
| ChangeOS-18-PPSType=CNN-based, Post-processing=true2024.04 | 0.8462 | 0.7389 | 0.7711 | 0.9238 | 0.5741 | 0.7254 | 0.8262 | |
| MTFType=CNN-based, Post-processing=false2024.04 | 0.836 | 0.7002 | 0.741 | 0.906 | 0.493 | 0.722 | 0.837 |