| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| xBD pre | Pi-Seg | IoU77.99 | 50 | 1mo ago | |
| Inria | Pi-Seg | mIoU78.61 | 50 | 1mo ago | |
| WHUAerial | Pi-Seg | IoU85.88 | 41 | 1mo ago | |
| WHU dataset | DynamicVis-L | F1 Score95.58 | 28 | 2mo ago | |
| Massachusetts (test) | UAGLNet | IoU76.97 | 27 | 3mo ago | |
| WHU Sat. II | SED | mIoU70.18 | 26 | 1mo ago | |
| WHU (test) | UANet | IoU92.15 | 20 | 3mo ago | |
| WHU Building Dataset | UAGLNet | IoU92.07 | 16 | 3mo ago | |
| Unseen Region and Polarization (F2A) | CrossEarth-SAR-L | mIoU16.9 | 15 | 2mo ago | |
| WHU-A | Ours | IoU58.8 | 9 | 3mo ago | |
| Inira (test) | UANet | IoU83.08 | 9 | 3mo ago | |
| WHUSat II | ConInfer | Foreground IoU39.35 | 8 | 2mo ago | |
| GF-7 (GaoFen-7) Building Dataset (test) | FedEU | Chongqing IoU57.66 | 7 | 2mo ago | |
| WHU-S | SegEarth-OV | IoU28.4 | 7 | 3mo ago | |
| CHN6-CUG | SegEarth-OV | IoU35.4 | 7 | 3mo ago | |
| CrowdAI (test) | PolyWorld | IoU91.3 | 5 | 3mo ago |