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

实验模型	Precision	Recall	F1-score	IoU	OA
FC-EF	76.28	71.01	73.55	58.17	93.98
FC-Siam-Conc	86.21	82.36	84.24	72.77	96.36
FC-Siam-Diff	83.88	79.27	81.51	68.79	95.76
UNet++_MSOF	89.36	87.22	88.27	79.00	97.27
DTCDSCN	87.85	94.53	91.08	83.60	97.80
DSIFN	88.09	96.22	91.97	85.14	98.03
STANet	88.00	94.30	91.10	83.60	97.83
BIT	95.15	92.41	93.76	88.25	98.55
ICIF-Net	95.21	92.58	93.87	88.56	98.60
VcT	95.54	91.61	93.54	87.86	98.51
PRNet	92.31	82.93	87.83	77.58	97.17
本文方法	95.16	94.07	94.65	89.78	98.74

Tab. 3 Comparison of quantitative metrics for different methods on the CDD dataset (%)

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
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. 7 Visual results of ablation experiment
Fig. 8 Visualization of four-stage feature heatmap in MSDFENet
Tab. 6 Comparison of performance and complexity metrics for different models