Open-Vocabulary Change Detection on LEVIR-CD
78.72F1 ScoreSeg2Change
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Seg2ChangeIdentifier=SegE-OV3, Comparator=CACH (ours)2026.04 | 78.72 | 64.91 | 0.7742 | |
| AnyChange*Identifier=SegE-OV3, Comparator=Latent Match [79]2026.04 | 72.27 | 56.58 | 0.7043 | |
| DynamicEarth*Identifier=SegE-OV3, Comparator=DINOv2 [52]2026.04 | 71.97 | 56.21 | 0.7031 | |
| Inst-CEG*Identifier=SegE-OV3, Comparator=CEG [39]2026.04 | 70.62 | 54.58 | 0.6912 | |
| DynamicEarth‡Identifier=APE, Comparator=DINOv2 [52], Mode=I–M–C2026.04 | 69.7 | 53.5 | 0.6789 | |
| Inst-CEGIdentifier=APE, Comparator=CEG [39]2026.04 | 63.29 | 46.3 | 0.6084 | |
| DynamicEarth†Identifier=SAM2, Comparator=DINOv2 [52], Mode=M–C–I2026.04 | 46.43 | 30.23 | 0.4242 | |
| AnyChangeIdentifier=SAM, Comparator=Latent Match [79]2026.04 | 32.68 | 19.53 | 0.2672 | |
| UCD-SCMIdentifier=SAM, Comparator=OTSU [53]2026.04 | 32.36 | 19.3 | 0.2734 | |
| DCVAIdentifier=/, Comparator=CVA Match [6]2026.04 | 13.85 | 7.44 | 0.0507 | |
| PCA_KMeansIdentifier=/, Comparator=KMeans [9]2026.04 | 9.96 | 5.24 | 0.0116 | |
| CVAIdentifier=/, Comparator=CVA Match [6]2026.04 | 9.27 | 4.86 | 0.0017 |