Table 3.

Comparison of Data Augmentation Results (%).

Subject	ResNet-10	ResNet-18	DCGAN/ResNet-10	DCGAN/ResNet-18	CDCGAN [37]/ResNet-10	CDCGAN [37]/ResNet-18	DCGAN-GP/ResNet-10	DCGAN-GP/ResNet-18
S1	65.3	67.9	66.7	68.4	68.3	68.9	69.2	69.2
S2	53.2	56.2	54.6	57.2	54.8	56.9	52.2	57.1
S3	64.3	65.1	64.5	64.9	64.7	65.7	63.2	66.3
S4	92.4	94.8	93.8	96.2	94.0	95.6	94.5	97.9
S5	84.5	86.9	86.2	89.3	86.4	89.3	87.1	90.2
S6	83.9	84.6	84.3	85.4	84.5	85.6	85.3	87.2
S7	78.3	79.7	78.6	80.4	79.1	80.8	79.2	81.4
S8	87.8	88.2	88.4	89.1	88.8	90.1	89.3	90.1
S9	85.3	87.1	86.2	86.9	85.7	87.2	86.4	88.2
Mean	76.7	78.7	77.3	79.2	78.3	80.0	78.4	81.2