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. 2023 Oct 11;24:386. doi: 10.1186/s12859-023-05516-5

Table 2.

The global performance of the CNNs on the NINA and NIA datasets are reported. In addition, image improvement techniques are not active

IIQ not active
Net Data augmentation ACC (min) ACC (max) ACC (mean) ACC (sd)
AlexNet None 0.68 1 0.89 0.05
Yes 0.76 0.97 0.87 0.05
DenseNet None 0.62 0.79 0.74 0.04
Yes 0.41 0.88 0.73 0.08
Google InceptionV3 None 0.56 0.94 0.74 0.07
Yes 0.32 0.71 0.55 0.07
GoogleNet None 0.65 0.94 0.80 0.06
Yes 0.30 0.76 0.55 0.09
MobileNet None 0.50 0.91 0.75 0.09
Yes 0.35 0.76 0.56 0.08
ShuffleNet None 0.44 0.88 0.69 0.08
Yes 0.26 0.74 0.52 0.10
SqueezeNet None 0.38 1 0.55 0.11
Yes 0.15 0.79 0.58 0.10
VGG None 0.59 0.82 0.75 0.04
Yes 0.59 0.82 0.73 0.05