Table 5.
KL and JS divergences among the four pre-trained CNN classifiers on the SARS-COV-2 dataset [54].
Distribution P | Distribution Q | DKL(P‖Q) | DJS(P‖Q) |
---|---|---|---|
VGG-11 | GoogLeNet | 0.108 | 0.134 |
GoogLeNet | VGG-11 | 0.456 | |
VGG-11 | SqueezeNet v1.1 | 0.651 | 0.105 |
SqueezeNet v1.1 | VGG-11 | 0.164 | |
VGG-11 | Wide ResNet-50-2 | 0.314 | 0.104 |
Wide ResNet-50-2 | VGG-11 | 0.480 | |
GoogLeNet | SqueezeNet v1.1 | 0.386 | 0.131 |
SqueezeNet v1.1 | GoogLeNet | 0.105 | |
GoogLeNet | Wide ResNet-50-2 | 0.226 | 0.128 |
Wide ResNet-50-2 | GoogLeNet | 0.194 | |
SqueezeNet v1.1 | Wide ResNet-50-2 | 0.297 | 0.106 |
Wide ResNet-50-2 | SqueezeNet v1.1 | 0.326 |