IIQ active | |||||||
---|---|---|---|---|---|---|---|
Net | Data augmentation | SN | SP | PPV | FDR | FNR | FPR |
AlexNet | None | 0.75 | 0.82 | 0.73 | 0.27 | 0.25 | 0.18 |
Yes | 0.63 | 0.76 | 0.65 | 0.35 | 0.37 | 0.24 | |
DenseNet | None | 0.51 | 0.81 | 0.78 | 0.22 | 0.34 | 0.19 |
Yes | 0.55 | 0.69 | 0.62 | 0.38 | 0.27 | 0.24 | |
Google InceptionV3 | None | 0.74 | 0.79 | 0.68 | 0.32 | 0.26 | 0.21 |
Yes | 0.38 | 0.57 | 0.38 | 0.62 | 0.47 | 0.41 | |
GoogleNet | None | 0.72 | 0.78 | 0.67 | 0.33 | 0.28 | 0.22 |
Yes | 0.44 | 0.62 | 0.40 | 0.60 | 0.51 | 0.37 | |
MobileNet | None | 0.37 | 0.59 | 0.09 | 0.91 | 0.48 | 0.41 |
Yes | 0.38 | 0.51 | 0.59 | 0.41 | 0.53 | 0.32 | |
ShuffleNet | None | 0.55 | 0.75 | 0.67 | 0.33 | 0.41 | 0.25 |
Yes | 0.39 | 0.57 | 0.51 | 0.49 | 0.55 | 0.42 | |
SqueezeNet | None | 0.32 | 0.59 | 0.79 | 0.21 | 0.13 | 0.11 |
Yes | 0.39 | 0.63 | 0.42 | 0.58 | 0.42 | 0.36 | |
VGG | None | 0.59 | 0.80 | 0.71 | 0.30 | 0.26 | 0.20 |
Yes | 0.61 | 0.65 | 0.64 | 0.36 | 0.30 | 0.18 |