Remote Sensing Technology and Application, Volume. 39, Issue 3, 536(2024)
High Resolution Remote Sensing Image Change Detection Combining Adaptive Morphological Attribute Profile and Decision Fusion
Figures & Tables(12)
Fig. 7. Statistical map of the number and scale of differential profile features of each attribute extracted before and after adding DBFS
Table 1.
Dataset 1 extracted the dfs scale parameter set View tableView in ArticleTable 1.
Dataset 1 extracted the dfs scale parameter set 属性 数据集1尺度参数集 数量 面积 (500,4 667, 8 278,11 333,14 111,17 444,21 333,24 944,28 000) 9 标准差 (10,12.4,21.5,31.2, 41.5,52.4,53,53.6,70) 9 对角线 (10,20,34.5,43.6,55.5,66.4,78.2,100) 8 NMI (0.2,0.230,0.258,0.282,0.303,0.339,0.367,0.409, 0.458,0.5) 10
Table 2.
Dataset 2 extracted the dfs scale parameter set View tableView in ArticleTable 2.
Dataset 2 extracted the dfs scale parameter set 属性 数据集2尺度参数集 数量 面积 (500,4 111, 7 722,9 944,14 389,16 889,20 778,25 778,28 000) 9 标准差 (10,18.5,27.6,31.8,39.1,50,53.6,54.8,55.5,70) 10 对角线 (10, 19.1,33.6,44,5,51.8,65.5,76.4,88.2,100) 9 NMI (0.2, 0.209,0.245,0.276,0.291,0.3,0.336,0.412,0.439,0.5) 10
Table 3.
Quantitative evaluation of change detection results by different methods View tableView in ArticleTable 3.
Quantitative evaluation of change detection results by different methods 数据集 方法\\评价指标 P/% R/% MR/% FR/% F1/% OA/% 评价标准 越高越好 越高越好 越低越好 越低越好 越高越好 越高越好 数据集1 CVA-OSTU 58.19 86.08 13.92 7.90 69.44 91.41 PCA-D 25.29 54.16 45.84 20.44 34.48 76.68 IR-MAD 73.56 49.60 50.40 2.28 59.25 92.27 ISFA 53.20 35.66 64.34 4.01 42.70 89.16 KPCA 42.06 77.06 22.94 13.57 54.41 85.37 本文方法 97.65 81.01 18.99 0.22 88.67 97.93 数据集2 CVA-OSTU 82.71 90.7 9.30 4.92 86.52 94.18 PCA-D 47.56 52.37 47.63 14.99 49.85 78.29 IR-MAD 65.00 20.47 79.53 2.86 31.14 81.34 ISFA 63.71 18.96 81.04 2.80 29.22 81.08 KPCA 62.01 73.81 26.19 11.73 67.39 85.29 本文方法 92.86 89.47 10.53 1.79 91.13 96.41
Table 4.
Validity analysis of DBFS （√ indicates joining，–indicates not joining） View tableView in ArticleTable 4.
Validity analysis of DBFS （√ indicates joining，–indicates not joining） 数据集 方法/评价指标 P/% R/% MR/% FR/% F1/% OA/% 评价标准 越高越好 越高越好 越低越好 越低越好 越高越好 越高越好 数据集1 √ DBFS97.93 81.01 18.99 0.22 88.67 97.93 – DBFS97.65 77.56 22.44 0.32 86.14 95.17 数据集2 √ DBFS92.86 89.47 10.53 1.79 91.13 96.41 – DBFS89.44 88.64 11.36 2.72 89.04 93.50
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Tao XIE, Shishi CHEN, Jianhua QU, Chao WANG. High Resolution Remote Sensing Image Change Detection Combining Adaptive Morphological Attribute Profile and Decision Fusion[J]. Remote Sensing Technology and Application, 2024, 39(3): 536
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Received: Jul. 26, 2022
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Published Online: Dec. 9, 2024
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