一种结合孪生倒残差与自注意力增强的遥感影像变化检测方法

张荞, 曹志成, 沈洋, 汪宙峰, 王成武, 许嘉欣

A method combining the siamese inverted residual structure with self-attention enhancement for change detection based on remote sensing images

ZHANG Qiao, CAO Zhicheng, SHEN Yang, WANG Zhoufeng, WANG Chengwu, XU Jiaxin

表5 消融实验结果

Tab.5 Ablation experimental results

模型 特征强化模块 改进型倒残差模块 边缘损失 函数 LEVIR-CD F1/% SAMPLE-CD F1/% Param/106个 GFLOPS Siam-MViT √ √ √ 91.04 83.37 0.82 3.36 A √ √ × 90.40 81.34 0.82 3.36 B √ × × 89.26 78.63 0.58 1.70 C × × × 88.63 78.36 0.15 1.03