| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | ✓ Link | 92.67 | | 305 | MAE+MTP(ViT-L+RVSA) | 2024-03-20 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | ✓ Link | 92.54 | | 335 | IMP+MTP(InternImage-XL) | 2024-03-20 |
| Changer: Feature Interaction is What You Need for Change Detection | ✓ Link | 92.33 | 85.76 | | Changer (Ex, ResNeSt101) | 2022-09-17 |
| SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection | ✓ Link | 92.24 | 85.60 | 5.17 | SRC-Net | 2024-06-09 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | ✓ Link | 92.22 | | 86 | 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 |
| A New Learning Paradigm for Foundation Model-based Remote Sensing Change Detection | ✓ Link | 91.96 | 85.13 | | BAN (ChangeFormer-b0, ViT-L/14(GeoRSCLIP)) | 2023-12-02 |
| MaskChanger: A Transformer-Based Model Tailoring Change Detection with Mask Classification | | 91.96 | 85.12 | | MaskChanger (Swin-T) | 2024-03-06 |
| 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 |
| SARAS-Net: Scale and Relation Aware Siamese Network for Change Detection | ✓ Link | 91.91 | 84.95 | | SARAS-Net | 2022-12-02 |
| Looking for change? Roll the Dice and demand Attention | ✓ Link | 91.79 | | | CEECNetV1 | 2020-09-04 |
| Changer: Feature Interaction is What You Need for Change Detection | ✓ Link | 91.77 | 84.80 | | Changer (Ex, ResNet-18) | 2022-09-17 |
| SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images | | 91.58 | 85.38 | | SiamixFormer-5 | 2022-08-01 |
| LightCDNet: Lightweight Change Detection Network Based on VHR Images | ✓ Link | 91.43 | 84.21 | 2.82 | LightCDNet-large | 2023-08-11 |
| LightCDNet: Lightweight Change Detection Network Based on VHR Images | ✓ Link | 91.27 | 83.94 | 1.32 | LightCDNet-base | 2023-08-11 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 91.26 | | | IMP-ViTAEv2-S-BIT | 2022-04-06 |
| Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery | ✓ Link | 91.25 | 83.92 | | ChangeStar (FarSeg + ChangeMixin) | 2021-08-16 |
| RS-Mamba for Large Remote Sensing Image Dense Prediction | ✓ Link | 91.1 | 83.66 | 27.9 | RSM-CD | 2024-04-03 |
| TINYCD: A (Not So) Deep Learning Model For Change Detection | ✓ Link | 91.05 | 83.57 | 0.28 | TinyCD | 2022-07-26 |
| Ultralightweight Spatial–Spectral Feature Cooperation Network for Change Detection in Remote Sensing Images | ✓ Link | 91.04 | 83.55 | 1.52 | USSFC-Net | 2023-03-24 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 90.93 | 84.95 | | RSP-ViTAEv2-S-BIT | 2022-04-06 |
| SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images | | 90.70 | 84.05 | | SiamixFormer-4 | 2022-08-01 |
| SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images | | 90.57 | 83.88 | | SiamixFormer-2 | 2022-08-01 |
| LightCDNet: Lightweight Change Detection Network Based on VHR Images | ✓ Link | 90.57 | 82.77 | 0.35 | LightCDNet-small | 2023-08-11 |
| SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images | | 90.54 | 83.84 | | SiamixFormer-3 | 2022-08-01 |
| A Transformer-Based Siamese Network for Change Detection | ✓ Link | 90.40 | 82.48 | | ChangeFormer | 2022-01-04 |
| Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery | ✓ Link | 90.4 | | | ChangeStar (Semantic FPN + ChangeMixin) | 2021-08-16 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 90.10 | | | RSP-ResNet-50 | 2022-04-06 |
| An Empirical Study of Remote Sensing Pretraining | ✓ Link | 90.10 | | | RSP-Swin-T | 2022-04-06 |
| Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery | ✓ Link | 89.7 | | | ChangeStar (DeepLab v3+ + ChangeMixin) | 2021-08-16 |
| SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images | | 89.47 | 82.29 | | SiamixFormer-0 | 2022-08-01 |
| Remote Sensing Image Change Detection with Transformers | ✓ Link | 89.31 | | | BIT | 2021-02-27 |
| SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images | | 89.29 | 82.03 | | SiamixFormer-1 | 2022-08-01 |
| Adversarial Instance Augmentation for Building Change Detection in Remote Sensing Images | ✓ Link | 89.0 | | | CDNet+IAug | 2021-03-25 |
| Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery | ✓ Link | 87.6 | | | ChangeStar (PSPNet + ChangeMixin) | 2021-08-16 |
| Change is Everywhere: Single-Temporal Supervised Object Change Detection in Remote Sensing Imagery | ✓ Link | 87.6 | | | ChangeStar (DeepLab v3 + ChangeMixin) | 2021-08-16 |
| A Spatial-Temporal Attention-Based Method and a New Dataset for Remote Sensing Image Change Detection | ✓ Link | 87.3 | | | STANet | 2020-05-22 |