Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ChangeMamba | 88.39 | No | ChangeMamba: Remote Sensing Change Detection Wit... | 2024-04-04 | Code |
| 2 | SChanger-base | 86.43 | No | SChanger: Change Detection from a Semantic Chang... | 2025-03-26 | Code |
| 3 | SChanger-small | 86.2 | No | SChanger: Change Detection from a Semantic Chang... | 2025-03-26 | Code |
| 4 | BiFA | 83.96 | No | - | - | Code |
| 5 | CGNet | 83.68 | No | Change Guiding Network: Incorporating Change Pri... | 2024-04-14 | Code |
| 6 | CDMamba | 83.01 | No | CDMamba: Incorporating Local Clues into Mamba fo... | 2024-06-06 | Code |
| 7 | HCGMNet | 82.37 | No | HCGMNET: A Hierarchical Change Guiding Map Netwo... | 2023-02-21 | Code |
| 8 | C2FNet | 79.15 | No | C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Cha... | 2024-04-22 | Code |
| 9 | HANet | 77.56 | No | HANet: A Hierarchical Attention Network for Chan... | 2024-04-14 | Code |