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Table 3 Performance comparison of machine learning under HOG feature extraction

From: Visual analysis method for unmanned pumping stations on dynamic platforms based on data fusion technology

Algorithm

Accuracy (%)

Precision

(avg) (%)

Recall

(avg) (%)

F1score

(avg) (%)

NB

56.058

55.250

56.037

54.057

DT

64.620

64.727

64.713

64.583

RF

80.775

80.892

80.891

80.748

LSVM

81.422

81.658

81.492

81.411

NLSVM

85.784

85.815

85.844

85.757

KNN

70.436

73.958

71.292

69.717