[Qing Su] School of Computer Science and Technology, Changsha University of Science and Technology, 410114, Changsha, China
[Xin Wang] School of Physics and Electronic Science, Changsha University of Science and Technology, 410114, Changsha, China
[Wei Wang] School of Computer Science and Technology, Changsha University of Science and Technology, 410114, Changsha, China<&wdkj&>School of Physics and Electronic Science, Changsha University of Science and Technology, 410114, Changsha, China
语种：
英文
年：
2025
页码：
125-136
会议名称：
Advanced Intelligent Computing Technology and Applications: 21st International Conference, ICIC 2025, Ningbo, China, July 26–29, 2025, Proceedings, Part I
To address pseudo-changes caused by background variations in remote sensing change detection, a dual-branch difference-enhanced network (DDECNet) with an efficient cross-attention mechanism is proposed. The Dual-Temporal Interaction Augmentation Module (DTIAM) enhances semantic consistency during bi-temporal feature interaction through temporal state alignment. The Difference Feature Enhancement and Supplementary Module (DFESM) reduces information loss in differential feature extraction using dual-branch feedback mechanisms for bidirectional temporal state correction. Differential features and...
