Table 11 The evidence of comparison between models on the fashion dataset.

From: Fractal and chaotic map-enhanced grey wolf optimization for robust fire detection in deep convolutional neural networks

Classification models

Error (%)

# parameters

# epochs

2C1P2F + Drouout 73

8.39

3.26 Million

300

3C2F73

9.29

N/A

N/A

2C1P73

7.49

100 K

30

GRU + SVM + Dropout733]

10.29

N/A

100

3C1P2F + Dropout73]

7.39

7.15 Million

150

AlexNet61

10.09

59 Million

N/A

GoogleNet74

6.29

100 Million

N/A

MLP 256-128-6462

10.01

40 K

25

SqueezeNet-20075

10.01

500 K

200

EvoCNN69

5.48

6.69 Million

100

VGG1661

6.49

27 Million

200

IPFA

6.11

800 K

30

IPALO

7.12

900 K

30

IPPSO

6.58

750 K

30

IPCF-GWO1

5.08

750 K

30

IPCF-GWO2

5.21

751 K

30

IPCF-GWO3

6.12

750 K

30

IPCF-GWO4

5.62

750 K

30

IPCF-GWO5

5.11

750 K

30

IPCF-GWO6

5.41

750 K

30