Table 8 Impact of quantization on model performance and efficiency.

From: KronNet a lightweight Kronecker enhanced feed forward neural network for efficient IoT intrusion detection

Metric

CICIOT2023

BOT-IOT

FP32

INT8

FP32

INT8

Accuracy

99.01%

98.95%

99.91%

99.90%

Memory (KB)

19.82

4.96

18.37

4.59

Inf. Time (ms)

0.209

0.186

0.208

0.185

Back to article page