| LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks | ✓ Link | 95.24 | 96.51 | | | | 90.92 | CLAFA-LWGANet L2 | 2025-01-17 |
| BiFA: Remote Sensing Image Change Detection With Bitemporal Feature Alignment | ✓ Link | 94.37 | 95.15 | 93.60 | 99.56 | | 89.34 | BiFA | 2024-03-18 |
| C2F-SemiCD: A Coarse-to-Fine Semi-Supervised Change Detection Method Based on Consistency Regularization in High-Resolution Remote Sensing Images | ✓ Link | 94.36 | 96.57 | 92.26 | 99.56 | 94.14 | 89.33 | C2FNet | 2024-04-22 |
| ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model | ✓ Link | 94.19 | 96.18 | 92.23 | 99.58 | 93.98 | 89.02 | ChangeMamba | 2024-04-04 |
| CDMamba: Incorporating Local Clues into Mamba for Remote Sensing Image Binary Change Detection | ✓ Link | 93.76 | 95.58 | 92.01 | 99.51 | | 88.26 | CDMamba | 2024-06-06 |
| SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective | ✓ Link | 93.20 | | | | | | SChanger-base | 2025-03-26 |
| SChanger: Change Detection from a Semantic Change and Spatial Consistency Perspective | ✓ Link | 93.15 | | | | | | SChanger-small | 2025-03-26 |
| DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection | ✓ Link | 92.65 | | | 99.42 | | | DDPM-CD | 2022-06-23 |
| Change Guiding Network: Incorporating Change Prior to Guide Change Detection in Remote Sensing Imagery | ✓ Link | 92.59 | 94.47 | 90.79 | 99.48 | 92.33 | 86.21 | CGNet | 2024-04-14 |
| Dsfer-Net: A Deep Supervision and Feature Retrieval Network for Bitemporal Change Detection Using Modern Hopfield Networks | ✓ Link | 92.58 | 94.17 | 91.04 | 99.46 | | 86.18 | Dsfer-Net | 2023-04-03 |
| LRNet: Change detection of high-resolution remote sensing imagery via strategy of localization-then-refinement | ✓ Link | 92.51 | 95.11 | 90.04 | 99.47 | | 86.06 | LRNet | 2024-04-07 |
| HCGMNET: A Hierarchical Change Guiding Map Network For Change Detection | ✓ Link | 92.08 | 93.93 | 90.31 | 99.45 | 91.80 | 85.33 | HCGMNet | 2023-02-21 |
| SRC-Net: Bi-Temporal Spatial Relationship Concerned Network for Change Detection | ✓ Link | 92.06 | 92.57 | 91.55 | 99.30 | | 85.28 | SRC-Net | 2024-06-09 |
| RS-Mamba for Large Remote Sensing Image Dense Prediction | ✓ Link | 91.87 | 93.37 | 90.42 | | | 84.96 | RSM-CD | 2024-04-03 |
| T-UNet: Triplet UNet for Change Detection in High-Resolution Remote Sensing Images | ✓ Link | 91.77 | 95.44 | 88.37 | 99.42 | | | T-UNet | 2023-08-04 |
| Rethinking Remote Sensing Change Detection With A Mask View | ✓ Link | 91.56 | 92.25 | 90.89 | 99.23 | | 84.44 | CDMaskFormer | 2024-06-21 |
| RFL-CDNet: Towards Accurate Change Detection via Richer Feature Learning | ✓ Link | 91.39 | 91.33 | 91.46 | | | | RFL-CDNet | 2024-04-27 |
| TINYCD: A (Not So) Deep Learning Model For Change Detection | ✓ Link | 91.05 | 92.68 | 89.47 | 99.10 | | 83.57 | Tiny-CD | 2022-07-26 |
| DDLNet: Boosting Remote Sensing Change Detection with Dual-Domain Learning | ✓ Link | 90.56 | 91.56 | 90.03 | 99.13 | | 82.75 | DDLNet | 2024-06-19 |
| Building Change Detection for Remote Sensing Images Using a Dual Task Constrained Deep Siamese Convolutional Network Model | | 89.75 | 90.15 | 89.35 | | | 81.40 | DTCDSCN | 2019-09-17 |
| HANet: A Hierarchical Attention Network for Change Detection With Bitemporal Very-High-Resolution Remote Sensing Images | ✓ Link | 88.16 | 88.30 | 88.01 | 99.16 | 87.72 | 78.82 | HANet | 2024-04-14 |
| STNet: Spatial and Temporal feature fusion network for change detection in remote sensing images | ✓ Link | 87.46 | 87.84 | 87.08 | 98.85 | | 77.72 | STNet | 2023-04-22 |