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Table 3 Training accuracy and test accuracy using different activation functions in MF-RANet

From: Identification of citrus diseases based on AMSR and MF-RANet

Methods

Training accuracy (%)

Test accuracy (%)

Training time

MF-RANet-1(tanh)

76.70

75.41

6 h 21 min 05 s

MF-RANet-2(sigmoid)

79.73

79.06

6 h 15 min 41 s

MF-RANet-3(ReLU)

93.10

92.49

4 h 45 min 53 s

MF-RANet-4(leaky ReLU)

95.54

94.13

4 h 17 min 30 s

MF-RANet (ELU)

97.95

96.87

3 h 47 min 46 s

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Plant Methods

ISSN: 1746-4811