| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| xBD (test) | BDANet | F1 Score (Overall)80.6 | 15 | 1mo ago | |
| xBD v1 (test) | MambaBDA-Base | F1 (Floc)0.8738 | 14 | 1mo ago | |
| BRIGHT | STSF-Net | F1 (bcd)91.71 | 10 | 10d ago | |
| xBD xView2 (holdout) | DamFormer | F1 Overall77.02 | 5 | 1mo ago | |
| xBD | DamFormer | F1loc86.86 | 4 | 8d ago | |
| xBD Hurricane Matthew (cropped building images, upscaled) | VRT-YOLOv11-VLM framework | Average CLIPScore58.11 | 4 | 24d ago | |
| xBD Moore Tornado (cropped building images, upscaled) | VRT-YOLOv11-VLM framework | Average CLIPScore59.66 | 4 | 24d ago |
