基于超像素分割的田间小麦穗数统计方法
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表3 施氮样本分类训练结果
Table 3 Classification training results of nitrogen application samples (n=10 000)
分类器类型
Classifier type
总体准确率
Overall accuracy (%)
穗部准确率
Ear accuracy
(%)
背景准确率
Background accuracy (%)
linSVM 87.1 88.0 86.0
quaSVM 89.2 91.0 87.0
cubSVM 84.0 77.0 91.0
finGSVM 89.2 89.0 90.0
medGSVM 89.5 91.0 88.0
coaGSVM 88.0 90.0 86.0
finKNN 87.4 87.0 87.0
medKNN 89.4 90.0 89.0
coaKNN 89.1 93.0 86.0
cosKNN 88.8 88.0 90.0
cubKNN 88.9 89.0 88.0
weiKNN 90.2 93.0 88.0