Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SChanger-small | 84.58 | No | SChanger: Change Detection from a Semantic Chang... | 2025-03-26 | Code |
| 2 | SChanger-base | 84.17 | No | SChanger: Change Detection from a Semantic Chang... | 2025-03-26 | Code |
| 3 | ChangeMamba | 83.11 | No | ChangeMamba: Remote Sensing Change Detection Wit... | 2024-04-04 | Code |
| 4 | RCTNet | 83.01 | No | Relating CNN-Transformer Fusion Network for Chan... | 2024-07-03 | Code |
| 5 | CDMaskFormer | 82.84 | No | Rethinking Remote Sensing Change Detection With ... | 2024-06-21 | Code |
| 6 | BTC | 82.4 | No | Be the Change You Want to See: Revisiting Remote... | 2025-07-04 | Code |
| 7 | MaskCD | 82.17 | No | MaskCD: A Remote Sensing Change Detection Networ... | 2024-04-18 | Code |
| 8 | CGNet | 79.92 | No | Change Guiding Network: Incorporating Change Pri... | 2024-04-14 | Code |
| 9 | HCGMNet | 79.76 | No | HCGMNET: A Hierarchical Change Guiding Map Netwo... | 2023-02-21 | Code |
| 10 | DSAMNET | 78.18 | No | - | - | Code |
| 11 | C2FNet | 77.97 | No | C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Cha... | 2024-04-22 | Code |
| 12 | HANet | 77.41 | No | HANet: A Hierarchical Attention Network for Chan... | 2024-04-14 | Code |