Journal of Geo-information Science

MSDFENet： Change Detection in High-Resolution Optical Remote Sensing Images Based on Multi-Scale Differential Feature Enhancement

PENG Daifeng, LI Yaning, ZHOU Dingwei, GUAN Haiyan

Journal of Geo-information Science, 2025, 27(9): 2250-2267. DOI: 10.12082/dqxxkx.2025.250160

Fig. 7 Visual results of ablation experiment

Other figure/table from this article

Fig. 1 Architecture of MSDFENet network
Fig. 2 Structure of APDC module
Fig. 3 Structure of MSFA module
Tab. 1 Comparison of different change detection methods
Tab. 2 Comparison of quantitative metrics for different methods on the LEVIR-CD dataset (%)
Fig. 4 Experimental results of the LEVIR-CD dataset
Tab. 3 Comparison of quantitative metrics for different methods on the CDD dataset (%)
Fig. 5 Experimental results of the CDD dataset
Tab. 4 Comparison of quantitative metrics for different methods on the WHU-CD Dataset (%)
Fig. 6 Experimental results of the WHU-CD dataset
Tab. 5 Quantitative results of ablation study (%)
Fig. 8 Visualization of four-stage feature heatmap in MSDFENet
Tab. 6 Comparison of performance and complexity metrics for different models