Edge-guided multi-scale foreground attention network for change detection in high resolution remote sensing images

• Published in: International journal of applied earth observation and geoinformation Vol. 133; p. 104070
• Main Authors: Lin, Junjie, Wang, Guojie, Peng, Daifeng, Guan, Haiyan
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.09.2024; Elsevier
• Subjects: Change detection; Convolutional neural networks; data collection; Edge detection; probability; Remote sensing; spatial data; Convolutional neural networks; Change detection; Edge detection; Remote sensing

•A novel edge-guided CD network with an innovative and effective edge-guided strategy is proposed.•A Dynamic Weighted BCE (DWBCE) loss is proposed to alleviate the extreme edge class imbalance.•Proposed EMAF method achieves impressive IoU of 89.03% on WHU-CD and 71.04% on SYSU-CD datasets. Recently,...