Metric: F1-score (higher is better)
| # | Model↕ | F1-score▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | C2FNet | 99.18 | No | C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Cha... | 2024-04-22 | Code |
| 2 | CLAFA-LWGANet L2 | 92.42 | No | LWGANet: A Lightweight Group Attention Backbone ... | 2025-01-17 | Code |
| 3 | LSKNet | 92.27 | No | LSKNet: A Foundation Lightweight Backbone for Re... | 2024-03-18 | Code |
| 4 | SRC-Net | 92.24 | No | SRC-Net: Bi-Temporal Spatial Relationship Concer... | 2024-06-09 | Code |
| 5 | CGNet | 92.01 | No | Change Guiding Network: Incorporating Change Pri... | 2024-04-14 | Code |
| 6 | HCGMNet | 91.77 | No | HCGMNET: A Hierarchical Change Guiding Map Netwo... | 2023-02-21 | Code |
| 7 | HANet | 90.28 | Yes | HANet: A Hierarchical Attention Network for Chan... | 2024-04-14 | Code |
| 8 | SGSLN/512 | 0.9233 | No | Exchanging Dual Encoder-Decoder: A New Strategy ... | 2023-11-19 | Code |
| 9 | SGSLN/256 | 0.9193 | No | Exchanging Dual Encoder-Decoder: A New Strategy ... | 2023-11-19 | Code |
| 10 | SGSLN/128 | 0.91 | No | Exchanging Dual Encoder-Decoder: A New Strategy ... | 2023-11-19 | Code |