Table 6 Comparison of parameters and training time of all the models
Models | Total parameters | Trainable parameters | Non-trainable parameters | Training time (HH:MM:SS) | Model size (MBs) |
|---|---|---|---|---|---|
The proposed FireXnet model | 1,774,308 | 37,988 | 1,736,320 | 01:13:10 | 6.73 |
DenseNet201 | 30,369,252 | 12,046,948 | 18,322,304 | 02:27:35 | 115.22 |
VGG16 | 17,930,980 | 3,215,972 | 14,715,008 | 01:49:37 | 67.95 |
MobileNetV2 | 10,291,172 | 8,032,868 | 2,258,304 | 02:10:35 | 39.12 |
InceptionResNetV2 | 59,256,324 | 4,919,588 | 54,336,736 | 01:49:26 | 224.92 |
InceptionV3 | 28,360,772 | 6,557,988 | 21,802,784 | 01:59:46 | 107.68 |