Table 3. Classification accuracies for whole slides.
Network | accuracy (slides) | |
---|---|---|
validation | test | |
AlexNet | 91.82% | 90.42% |
VGG11 | 93.33% | 92.22% |
VGG13 | 93.94% | 92.81% |
VGG16 | 92.73% | 93.71% |
VGG19 | 93.33% | 93.11% |
VGG11_bn | 93.94% | 92.81% |
VGG13_bn | 93.03% | 92.51% |
VGG16_bn | 93.64% | 92.22% |
VGG19_bn | 93.94% | 92.81% |
ResNet34 | 93.33% | 92.51% |
Inception_v3 | 92.12% | 92.22% |
VGG16_1FC | 93.33% | 93.11% |
VGG16_avg1FC | 93.64% | 94.01% |