| SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective | ✓ Link | 92.87 | | | | | | SChanger-base | 2025-03-26 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | ✓ Link | 92.67 | | | | | | MAE+MTP(ViT-L+RVSA) | 2024-03-20 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | ✓ Link | 92.54 | | | | | | IMP+MTP(InternImage-XL) | 2024-03-20 |
| SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective | ✓ Link | 92.45 | | | | | | SChanger-small | 2025-03-26 |
| LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks | ✓ Link | 92.42 | 85.90 | | 92.42 | | 93.25 | CLAFA-LWGANet L2 | 2025-01-17 |
| Changer: Feature Interaction is What You Need for Change Detection | ✓ Link | 92.33 | 85.76 | | | | | Changer (Ex, ResNeSt101) | 2022-09-17 |
| LSKNet: A Foundation Lightweight Backbone for Remote Sensing | ✓ Link | 92.27 | 85.65 | | 92.27 | 91.23 | 93.34 | LSKNet | 2024-03-18 |
| SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection | ✓ Link | 92.24 | 85.60 | | 92.24 | | | SRC-Net | 2024-06-09 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | ✓ Link | 92.22 | | | | | | MAE+MTP(ViT-B+RVSA) | 2024-03-20 |
| Changer: Feature Interaction is What You Need for Change Detection | ✓ Link | 92.19 | 85.51 | | | | | Changer (Ex, ResNeSt50) | 2022-09-17 |
| Time Travelling Pixels: Bitemporal Features Integration with Foundation Model for Remote Sensing Image Change Detection | ✓ Link | 92.1 | 85.6 | 99.2 | | 91.7 | 93.0 | TTP | 2023-12-23 |
| Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery | ✓ Link | 92.01 | 85.21 | 99.20 | 92.01 | 90.90 | 93.15 | CGNet | 2024-04-14 |
| ChangeCLIP: Remote sensing change detection with multimodal vision-language representation learning | ✓ Link | 92.01 | 85.20 | 99.20 | | 90.67 | 93.40 | ChangeCLIP | 2024-01-04 |
| Transition Is a Process: Pair-to-Video Change Detection Networks for Very High Resolution Remote Sensing Images | ✓ Link | 91.94 | | | | | | P2V-CD | 2022-12-07 |
| C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing Images | ✓ Link | 91.83 | 93.69 | 90.04 | 99.18 | 91.40 | 84.89 | C2FNet | 2024-04-22 |
| Changer: Feature Interaction is What You Need for Change Detection | ✓ Link | 91.77 | 84.80 | | | | | Changer (Ex, ResNet-18) | 2022-09-17 |
| HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection | ✓ Link | 91.77 | 84.79 | 99.18 | 91.77 | 90.61 | 92.96 | HCGMNet | 2023-02-21 |
| Be the Change You Want to See: Revisiting Remote Sensing Change Detection Practices | ✓ Link | 91.5 | | | | | | BTC | 2025-07-04 |
| Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery | ✓ Link | 91.25 | 83.92 | - | | | | ChangeStar(BiSup) | 2021-08-16 |
| DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection | ✓ Link | 90.91 | | 99.09 | | | | DDPM-CD | 2022-06-23 |
| BiFA: Remote Sensing Image Change Detection With Bitemporal Feature Alignment | ✓ Link | 90.69 | 82.96 | 99.06 | | 89.86 | 91.52 | BiFA | 2024-03-18 |
| Rethinking Remote Sensing Change Detection With A Mask View | ✓ Link | 90.66 | 82.92 | 99.06 | | 89.35 | 92.01 | CDMaskFormer | 2024-06-21 |
| Frequency-Temporal Attention Network for Remote Sensing Imagery Change Detection | ✓ Link | 90.51 | 82.78 | | | 88.82 | 92.41 | FTAN | 2024-10-10 |
| A Transformer-Based Siamese Network for Change Detection | ✓ Link | 90.4 | 82.48 | 99.04 | | | | ChangeFormer | 2022-01-04 |
| HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images | ✓ Link | 90.28 | 82.27 | 99.02 | 90.28 | 89.36 | 91.21 | HANet | 2024-04-14 |
| Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization | ✓ Link | | | | 0.9233 | | | SGSLN/512 | 2023-11-19 |
| Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization | ✓ Link | | | | 0.9193 | | | SGSLN/256 | 2023-11-19 |
| Exchanging Dual Encoder-Decoder: A New Strategy for Change Detection with Semantic Guidance and Spatial Localization | ✓ Link | | | | 0.91 | | | SGSLN/128 | 2023-11-19 |