Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DDPM-CD | 96.65 | No | DDPM-CD: Denoising Diffusion Probabilistic Model... | 2022-06-23 | Code |
| 2 | FTAN | 89.56 | No | - | - | Code |
| 3 | CDMaskFormer | 74.75 | No | Rethinking Remote Sensing Change Detection With ... | 2024-06-21 | Code |
| 4 | USSFC-Net | 69.47 | No | - | - | Code |
| 5 | SARAS-Net | 67.58 | No | SARAS-Net: Scale and Relation Aware Siamese Netw... | 2022-12-02 | Code |
| 6 | C2FNet | 64.03 | No | C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Cha... | 2024-04-22 | Code |
| 7 | HANet | 62.67 | No | HANet: A Hierarchical Attention Network for Chan... | 2024-04-14 | Code |
| 8 | CGNet | 60.19 | No | Change Guiding Network: Incorporating Change Pri... | 2024-04-14 | Code |
| 9 | HCGMNet | 55 | No | HCGMNET: A Hierarchical Change Guiding Map Netwo... | 2023-02-21 | Code |