Building Change Detection on WHU-CD (test)
90.29IoU (Changed)CGCCE-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CGCCE-Net2025.08 | 90.29 | 96.59 | 93.26 | 94.9 | — | |
| SEIFNet2025.08 | 87.43 | 93.99 | 92.61 | 93.29 | — | |
| AERNet2025.08 | 85.49 | 92.47 | 91.89 | 92.18 | — | |
| SST-CDtraining_type=unsupervised / label-free2026.06 | 84.65 | — | — | 91.69 | 92 | |
| DMINet2025.08 | 84.31 | 92.65 | 90.35 | 91.49 | — | |
| ICIF-Net2025.08 | 83.09 | 92.93 | 88.7 | 90.77 | — | |
| BITtraining_type=fully supervised2026.06 | 82.97 | — | — | 90.69 | 91.11 | |
| DTCDSCN2025.08 | 82.62 | 91.84 | 89.16 | 90.48 | — | |
| ReA-OVCDMethod Category=Open-vocabulary2026.06 | 82.33 | 88.48 | 92.21 | 90.31 | — | |
| SNUNet2025.08 | 79.11 | 91.34 | 85.53 | 88.34 | — | |
| BIT2025.08 | 77.73 | 88.71 | 86.27 | 87.47 | — | |
| ChangeFormer2025.08 | 76.81 | 88.5 | 85.33 | 86.88 | — | |
| BiSAM-CD(GT)Venue=TGRS 25, Method Category=Traditional Training-free2026.06 | 75.02 | 93.07 | 79.46 | 85.72 | — | |
| Fully-supervised WHU-CDTrain on=WHU-CD2026.02 | 72.8 | 86.5 | 81.9 | 84.12 | — | |
| IFNet2025.08 | 71.52 | 96.91 | 73.19 | 83.4 | — | |
| UniVCDtraining_type=label-free2026.06 | 71.09 | — | — | 83.1 | 84.91 | |
| IMCVenue=AAAI 25, Method Category=Open-vocabulary2026.06 | 68.48 | 87.26 | 76.09 | 81.29 | — | |
| OpenDPR-WParams=13.4M2026.03 | 68.3 | — | — | 81.2 | — | |
| OmniOVCDFoundation Model=SAM 32026.01 | 66.5 | — | — | 79.9 | — | |
| OmniOVCDVenue=arXiv 26, Method Category=Open-vocabulary2026.06 | 66.5 | — | — | 79.9 | — | |
| UniVCDVenue=arXiv 25, Method Category=Open-vocabulary2026.06 | 66 | 73.3 | 86.8 | 79.5 | — | |
| S2CParams=13.4M2026.03 | 64.8 | — | — | 78.7 | — | |
| ACWCDParams=18.1M2026.03 | 63.7 | — | — | 77.9 | — | |
| AdaptOVCDTrain on=None (Training-free)2026.02 | 61.99 | 80.6 | 72.85 | 76.53 | — | |
| AdaptOVCDVenue=arXiv 26, Method Category=Open-vocabulary2026.06 | 61.99 | 80.6 | 72.85 | 76.53 | — | |
| CS-WSCDNetParams=99.9M2026.03 | 57.3 | — | — | 72.8 | — | |
| FC-Siam-Conc2025.08 | 56.99 | 75.89 | 69.3 | 72.61 | — | |
| APE - / - DINOv2Re-implementation=true, Backbone=DINOv22026.01 | 55.2 | — | — | 71.1 | — | |
| APE - / - DINORe-implementation=true, Backbone=DINO2026.01 | 54.5 | — | — | 70.5 | — | |
| OpenDPRVenue=CVPR 26, Method Category=Open-vocabulary2026.06 | 54.3 | — | — | 70.4 | — | |
| TransWCDParams=17.9M2026.03 | 52.4 | — | — | 68.7 | — | |
| MS-FormerParams=15.2M2026.03 | 51.3 | — | — | 67.8 | — | |
| MCIVenue=AAAI 25, Method Category=Open-vocabulary2026.06 | 48.8 | 63.41 | 67.93 | 65.59 | — | |
| BGMixParams=22.1M2026.03 | 42.7 | — | — | 59.8 | — | |
| FCD-GANParams=43.4M2026.03 | 39.3 | — | — | 56.5 | — | |
| SAM-DINOv2-SegEarth-OVRe-implementation=true, Foundation Model=SAM, Backbone=DINOv22026.01 | 38.8 | — | — | 55.9 | — | |
| SAM2-DINOv2-SegEarth-OVRe-implementation=true, Foundation Model=SAM2, Backbone=DINOv22026.01 | 36.8 | — | — | 53.8 | — | |
| Fully-supervised LEVIR-CDTrain on=LEVIR-CD2026.02 | 36.5 | 75.3 | 42.1 | 51.23 | — | |
| SAM-DINO-SegEarth-OVRe-implementation=true, Foundation Model=SAM, Backbone=DINO2026.01 | 35.8 | — | — | 52.8 | — | |
| SCMVenue=IGARSS 24, Method Category=Traditional Training-free2026.06 | 21.57 | 23.99 | 48.73 | 35.49 | — | |
| SCM2026.01 | 18.6 | — | — | 31.3 | — | |
| CDRLtraining_type=unsupervised2026.06 | 17.76 | — | — | 30.16 | 56.26 | |
| SAMtraining_type=training-free, features=frozen foundation-model2026.06 | 14.34 | — | — | 25.08 | 51.25 | |
| AnychangeVenue=NIPS 24, Method Category=Traditional Training-free2026.06 | 13.58 | 13.67 | 95.43 | 23.91 | — | |
| Fully-supervised SECONDTrain on=SECOND2026.02 | 12.28 | 18 | 27.5 | 21.89 | — | |
| DCVA2026.01 | 10.9 | — | — | 19.6 | — | |
| GMCD2026.01 | 10.9 | — | — | 19.7 | — | |
| Fully-supervised DSIFNTrain on=DSIFN2026.02 | 10.02 | 14.8 | 23.5 | 18.21 | — | |
| DCVAtraining_type=unsupervised2026.06 | 8.99 | — | — | 16.49 | 48.04 | |
| CVAtraining_type=unsupervised2026.06 | 8.94 | — | — | 16.42 | 43 | |
| DINOv2training_type=training-free, features=frozen foundation-model2026.06 | 8.61 | — | — | 15.85 | 33.19 | |
| PCA-KM2026.01 | 5.4 | — | — | 10.2 | — | |
| CNN-CD2026.01 | 4.9 | — | — | 9.4 | — | |
| DSFA2026.01 | 4.1 | — | — | 7.8 | — | |
| PCA-KMtraining_type=unsupervised2026.06 | 2.92 | — | — | 5.67 | 34.9 |