Open-Vocabulary Change Detection on WHU-CD
0.8618F1 ScoreSeg2Change
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Seg2ChangeIdentifier=SegE-OV3, Comparator=CACH (ours)2026.04 | 0.8618 | 0.7572 | 0.8562 | |
| DynamicEarth*Identifier=SegE-OV3, Comparator=DINOv2 [52]2026.04 | 0.7966 | 0.662 | 0.7879 | |
| DynamicEarth‡Identifier=APE, Comparator=DINOv2 [52], Mode=I–M–C2026.04 | 0.7585 | 0.6109 | 0.7488 | |
| Inst-CEG*Identifier=SegE-OV3, Comparator=CEG [39]2026.04 | 0.7135 | 0.5546 | 0.7016 | |
| AnyChange*Identifier=SegE-OV3, Comparator=Latent Match [79]2026.04 | 0.6925 | 0.5296 | 0.679 | |
| Inst-CEGIdentifier=APE, Comparator=CEG [39]2026.04 | 0.6254 | 0.4549 | 0.6074 | |
| DynamicEarth†Identifier=SAM2, Comparator=DINOv2 [52], Mode=M–C–I2026.04 | 0.5735 | 0.402 | 0.5541 | |
| UCD-SCMIdentifier=SAM, Comparator=OTSU [53]2026.04 | 0.3213 | 0.1914 | 0.2792 | |
| AnyChangeIdentifier=SAM, Comparator=Latent Match [79]2026.04 | 0.2813 | 0.1637 | 0.233 | |
| DCVAIdentifier=/, Comparator=CVA Match [6]2026.04 | 0.2055 | 0.1145 | 0.1537 | |
| PCA_KMeansIdentifier=/, Comparator=KMeans [9]2026.04 | 0.1433 | 0.0772 | 0.0846 | |
| CVAIdentifier=/, Comparator=CVA Match [6]2026.04 | 0.0717 | 0.0372 | 0.0023 |