Land Cover Change Detection on SECOND (test)
45.2Building IoUOmniOVCD
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OmniOVCDRe-implemented=false2026.01 | 45.2 | 62.3 | 16.7 | 28.6 | 21.2 | 35 | 24.5 | 39.3 | 27.7 | 43.4 | 27 | 42.4 | 27.1 | 41.8 | |
| SAM-DINOv2-SegEarth-OVBackbone=DINOv2, Architecture=SegEarth-OV, Re-implemented=true, Base Method Source=DynamicEarth2026.01 | 38.8 | 56 | 15.6 | 27 | 15.3 | 26.5 | 21.3 | 35.1 | 26.7 | 42.1 | 22.6 | 36.8 | 23.4 | 37.3 | |
| SAM2-DINOv2-SegEarth-OVBackbone=DINOv2, Architecture=SAM2 + SegEarth-OV, Re-implemented=true, Base Method Source=DynamicEarth2026.01 | 36.3 | 53.3 | 15.8 | 27.3 | 14.6 | 25.5 | 20.1 | 33.4 | 19.6 | 32.7 | 24.6 | 39.5 | 21.8 | 35.3 | |
| APE - / - DINOv2Backbone=DINOv2, Architecture=APE, Re-implemented=true, Base Method Source=DynamicEarth2026.01 | 31.9 | 48.3 | 10.6 | 19.2 | 12.2 | 21.7 | — | — | — | — | 25 | 40 | 13.3 | 21.5 | |
| APE - / - DINOBackbone=DINO, Architecture=APE, Re-implemented=true, Base Method Source=DynamicEarth2026.01 | 29.1 | 45.1 | 9.7 | 17.7 | 12.3 | 22 | — | — | — | — | 25.6 | 40.8 | 12.8 | 21 |