Table 2 Performance evaluation comparison of the proposed model with traditional ML algorithms.

From: IoT based intelligent pest management system for precision agriculture

Classifier

Precision (%)

Recall (%)

Overall accuracy (%)

Convolutional Neural Network (CNN)

92.82

98.92

97.50

Support Vector Machine (SVM)

90.8

91.9

92.00

Naïve Bayes (NB)

65.0

59.6

57.10

K-Nearest Neighbor (K-NN)

73.5

70.7

68.45

Logistics Regression (LG)

88.5

84.8

87.00

Random Forest (RF)

82.6

79.0

79.27

  1. Convolutional Neural Network (CNN) is the focus of this research.