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. 2019 Jan 2;2019:6051939. doi: 10.1155/2019/6051939

Table 3.

Classification result by the pretraining method.

Pretraining method Data augmentation Classification accuracy [%]
Benign Malignant
None No 25.9 78.8
ImageNet No 33.3 87.9
WGAN (60000) No 63.0 81.8
None Yes 51.9 84.9
ImageNet Yes 40.7 93.9
WGAN (60000) Yes 66.7 93.9