Open-Vocabulary Change Detection on DSIFN
58.56F1 ScoreSeg2Change
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Seg2ChangeIdentifier=SegE-OV3, Comparator=CACH (ours)2026.04 | 58.56 | 41.4 | 0.5075 | |
| AnyChange*Identifier=SegE-OV3, Comparator=Latent Match [79]2026.04 | 54.69 | 37.64 | 0.4798 | |
| DynamicEarth†Identifier=SAM2, Comparator=DINOv2 [52], Mode=M–C–I2026.04 | 54.35 | 37.32 | 0.4741 | |
| Inst-CEG*Identifier=SegE-OV3, Comparator=CEG [39]2026.04 | 47.21 | 30.9 | 0.3985 | |
| UCD-SCMIdentifier=SAM, Comparator=OTSU [53]2026.04 | 40.13 | 25.1 | 0.2443 | |
| DynamicEarth*Identifier=SegE-OV3, Comparator=DINOv2 [52]2026.04 | 39.3 | 24.45 | 0.3423 | |
| AnyChangeIdentifier=SAM, Comparator=Latent Match [79]2026.04 | 39.19 | 24.37 | 0.228 | |
| DCVAIdentifier=/, Comparator=CVA Match [6]2026.04 | 38.52 | 23.85 | 0.1758 | |
| PCA_KMeansIdentifier=/, Comparator=KMeans [9]2026.04 | 35.48 | 21.57 | 0.1865 | |
| Inst-CEGIdentifier=APE, Comparator=CEG [39]2026.04 | 31.81 | 18.91 | 0.243 | |
| CVAIdentifier=/, Comparator=CVA Match [6]2026.04 | 27.88 | 16.2 | 0.0142 | |
| DynamicEarth‡Identifier=APE, Comparator=DINOv2 [52], Mode=I–M–C2026.04 | 26.42 | 15.22 | 0.226 |