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Table 1 Accuracy results for genus classification with best results per feature indicated by a superscript letter

From: A novel optical sensor system for the automatic classification of mosquitoes by genus and sex with high levels of accuracy

Feature

Algorithm

LR (%)

GB (%)

RF (%)

SVM (%)

DNN (%)

Fundamental frequency

55.2

67.3a

65.9

65.5

66.1

Fundamental peak power

68.9

70.1a

69.6

69.8

70.0

Fundamental frequency and peak power

70.1

77.7

77.2

77.2

77.8a

PSD

84.8

92.3a

89.0

90.5

90.3

Spectrogram

90.5

93.2

91.2

93.4

94.2a

MFCC

89.3

93.2a

90.2

93.0

93.2a