Open-Vocabulary Change Detection on CLCD
47.89F1 ScoreSeg2Change
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Seg2ChangeIdentifier=SegE-OV3, Comparator=CACH (ours)2026.04 | 47.89 | 31.48 | 0.4239 | |
| DynamicEarth*Identifier=SegE-OV3, Comparator=DINOv2 [52]2026.04 | 38.16 | 23.58 | 0.3535 | |
| AnyChangeIdentifier=SAM, Comparator=Latent Match [79]2026.04 | 31.96 | 19.02 | 0.2342 | |
| AnyChange*Identifier=SegE-OV3, Comparator=Latent Match [79]2026.04 | 27.55 | 15.98 | 0.2276 | |
| DynamicEarth†Identifier=SAM2, Comparator=DINOv2 [52], Mode=M–C–I2026.04 | 23.83 | 13.52 | 0.1916 | |
| UCD-SCMIdentifier=SAM, Comparator=OTSU [53]2026.04 | 23.31 | 13.19 | 0.1522 | |
| DCVAIdentifier=/, Comparator=CVA Match [6]2026.04 | 20.81 | 11.62 | 0.0918 | |
| PCA_KMeansIdentifier=/, Comparator=KMeans [9]2026.04 | 18.42 | 10.14 | 0.078 | |
| DynamicEarth‡Identifier=APE, Comparator=DINOv2 [52], Mode=I–M–C2026.04 | 14.97 | 8.09 | 0.1382 | |
| CVAIdentifier=/, Comparator=CVA Match [6]2026.04 | 13.39 | 7.17 | 0.0017 | |
| Inst-CEG*Identifier=SegE-OV3, Comparator=CEG [39]2026.04 | 10.09 | 5.32 | 0.0648 | |
| Inst-CEGIdentifier=APE, Comparator=CEG [39]2026.04 | 6.76 | 3.5 | 0.002 |