Building Change Detection on DSIFN (test)
53.8IoU^cFully-supervised DSIFN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Fully-supervised DSIFNTrain on=DSIFN2026.02 | 53.8 | 68.4 | 70.3 | 69.26 | |
| ReA-OVCDMethod Category=Open-vocabulary2026.06 | 51.27 | 62.28 | 74.36 | 67.79 | |
| AdaptOVCDTrain on=None (Training-free)2026.02 | 42.32 | 55.23 | 64.42 | 59.47 | |
| AdaptOVCDTraining strategy=Training-free, Framework paradigm=M-C-I2026.04 | 42.3 | — | — | 59.5 | |
| AdaptOVCDVenue=arXiv 26, Method Category=Open-vocabulary2026.06 | 40.88 | 53.34 | 63.64 | 58.04 | |
| MemOVCDTraining strategy=Training-free, Framework paradigm=I-M-C2026.04 | 37.8 | — | — | 54.9 | |
| MCIVenue=AAAI 25, Method Category=Open-vocabulary2026.06 | 36.85 | 68.87 | 44.22 | 53.86 | |
| Fully-supervised SECONDTrain on=SECOND2026.02 | 29.6 | 83 | 31.5 | 45.6 | |
| AnychangeVenue=NIPS 24, Method Category=Traditional Training-free2026.06 | 24.91 | 32.8 | 50.89 | 39.89 | |
| OmniOVCDTraining strategy=Training-free, Framework paradigm=I-M-C2026.04 | 24.5 | — | — | 39.4 | |
| PCA-KmeansTraining strategy=Traditional unsupervised2026.04 | 20.1 | — | — | 33.4 | |
| DSFATraining strategy=Traditional unsupervised2026.04 | 18.2 | — | — | 30.8 | |
| DCVATraining strategy=Traditional unsupervised2026.04 | 17.9 | — | — | 30.4 | |
| ISFATraining strategy=Traditional unsupervised2026.04 | 17.4 | — | — | 29.7 | |
| SCMVenue=IGARSS 24, Method Category=Traditional Training-free2026.06 | 15.89 | 42.43 | 20.27 | 27.43 | |
| IMCVenue=AAAI 25, Method Category=Open-vocabulary2026.06 | 15.22 | 90.97 | 15.46 | 26.42 | |
| Fully-supervised LEVIR-CDTrain on=LEVIR-CD2026.02 | 13.8 | 52.5 | 19.5 | 21.23 | |
| BiSAM-CD(GT)Venue=TGRS 25, Method Category=Traditional Training-free2026.06 | 12.13 | 93.55 | 12.23 | 21.63 | |
| Fully-supervised WHU-CDTrain on=WHU-CD2026.02 | 10.05 | 15.2 | 23 | 18.26 | |
| IRMADTraining strategy=Traditional unsupervised2026.04 | 6 | — | — | 11.3 |