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. 2024 Jan 2;14:69. doi: 10.1038/s41598-023-50863-1

Table 5.

ANN algorithm for temporal layer stacked image.

ANN results for temporal layer stacked image
Training 70 Testing 30
No of training Fields_ training Forest_ training Shrubs_ training Urban_ training Overall. accuracy Fields_ testing Forest_ testing Shrubs_ testing Urban_ testing Overall. accuracy
50 Overall accuracy = 97.07%, kappa coefficient = 0.954 Overall accuracy = 97.29%, kappa coefficient = 0.957
Unclassified 0 0 0 0 0 0 0 0
Fields 16,499 252 267 105 96.48% 15,922 791 1019 304 93.11%
Forest 165 32,607 464 21 98.68% 207 31,004 1149 17 93.83%
Shrubs 44 87 4759 2 86.45% 284 1135 3337 10 60.62%
Urban 393 98 15 9414 98.66% 688 114 0 9211 96.53%
100 Overall accuracy = 97.73%, kappa coefficient = 0.964 Overall accuracy = 97.43%, kappa coefficient = 0.959
Unclassified 0 0 0 0 0 0 0 0
Fields 16,412 171 75 101 95.97% 7046 30 47 46 95.51%
Forest 291 32,653 196 19 98.82% 131 13,992 129 7 98.91%
Shrubs 114 121 5229 3 94.99% 33 99 1882 1 91.45%
Urban 284 99 5 9419 98.71% 167 25 0 4137 98.71%
200 Overall accuracy = 98.07%, kappa coefficient = 0.970 Overall accuracy = 97.75%, kappa coefficient = 0.965
Unclassified 0 0 0 0 0 0 0 0
Fields 16,720 229 68 132 97.77% 7179 56 62 44 97.32%
Forest 69 32,514 124 18 98.4% 43 13,898 5 66 98.25%
Shrubs 120 210 5313 4 96.51% 113 20 4123 0 98.38%
Urban 192 91 0 9388 98.39% 42 172 1 1948 94.66%
300 Overall accuracy = 97.69%, kappa coefficient = 0.964 Overall accuracy = 97.44%, kappa coefficient = 0.960
Unclassified 0 0 0 0 0 0 0 0
Fields 16,959 396 225 346 99.17% 7293 119 181 87 98.86%
Forest 28 32,550 272 20 98.5% 29 13,985 7 188 98.86%
Shrubs 21 51 5008 3 90.97% 40 9 4001 0 95.47%
Urban 93 48 0 9173 96.13% 15 33 2 1783 86.64%