阿拉尔垦区近30年耕地变化及其驱动因子分析
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宋奇, 冯春晖, 高琪, 王明玥, 吴家林, 彭杰
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Change of cultivated land and its driving factors in Alar reclamation area in the past thirty years
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SONG Qi, FENG Chunhui, GAO Qi, WANG Mingyue, WU Jialin, PENG Jie
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表2 2019年SAM—CRF,ANN—CRF,MDC—CRF,MLC—CRF和SVM—CRF分类结果的精度对比
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Tab.2 Accuracy comparison of SAM—CRF,ANN—CRF,MDC—CRF, MLC—CRF and SVM—CRF classification results in 2019
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类型 | SAM—CRF | ANN—CRF | MDC—CRF | MLC—CRF | SVM—CRF | UA/% | PA/% | UA/% | PA/% | UA/% | PA/% | UA/% | PA/% | UA/% | PA/% | 耕地 | 73.85 | 74.15 | 91.56 | 77.87 | 92.47 | 83.30 | 94.47 | 89.90 | 98.41 | 99.77 | 林草地 | 34.50 | 45.87 | 65.20 | 68.33 | 72.24 | 69.86 | 83.59 | 77.21 | 97.33 | 94.89 | 园地 | 55.63 | 63.23 | 76.44 | 84.08 | 81.09 | 85.30 | 92.05 | 87.91 | 96.89 | 97.64 | 水体 | 85.48 | 72.13 | 88.65 | 79.47 | 90.66 | 82.84 | 91.67 | 85.69 | 92.81 | 93.34 | 建设用地 | 42.13 | 47.57 | 63.30 | 71.29 | 67.70 | 72.92 | 83.15 | 86.12 | 96.43 | 90.40 | 沙地 | 78.89 | 48.73 | 85.02 | 76.09 | 88.11 | 86.38 | 89.11 | 88.49 | 95.32 | 89.49 | 盐碱地 | 60.37 | 87.37 | 73.51 | 90.31 | 81.59 | 91.57 | 82.23 | 92.71 | 95.63 | 93.74 | 其他 | 52.60 | 72.03 | 78.61 | 77.82 | 81.57 | 83.96 | 88.46 | 88.19 | 91.93 | 98.95 | Kappa | 0.58 | 0.77 | 0.82 | 0.86 | 0.94 | OA | 0.64 | 0.81 | 0.84 | 0.89 | 0.95 |
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