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1 不同模型在LEVIR-CD和SAMPLE-CD数据集上的精度对比

Tab.1 Comparison of accuracy evaluation of different model on LEVIR-CD and SAMPLE-CD(%)

模型 LEVIR-CD SAMPLE-CD OA Precision Recall F1 IoU OA Precision Recall F1 IoU FC-EF 98.39 86.91 80.17 83.40 71.35 88.54 72.53 64.85 59.34 48.63 FC-Siam-diff 98.67 89.53 83.31 86.31 75.92 86.72 64.89 66.92 63.81 52.26 FC-Siam-conc 98.49 91.99 76.77 83.69 71.96 87.19 68.38 68.31 61.48 54.11 BIT 98.92 89.24 89.37 89.31 80.68 90.65 83.15 81.51 82.29 71.74 Changeformer 99.04 92.05 88.80 90.40 82.48 89.25 80.86 77.51 79.02 67.78 Siam-MViT 98.96 91.11 92.16 91.04 84.35 91.15 83.98 82.80 83.37 73.13