Fully Kernected Neural Networks

Table 1

Fully kernected ResNet with different depths and widths.

Depths	Width	Validation accuracy (%)
10	16, 32, 64, 128	88.56
10	32, 64, 128, 256	91.32
10	64, 128, 256, 512	92.89
10	128, 256, 512, 1024	93.37
10	256, 512, 1024, 2048	93.32
18	16, 32, 64, 128	90.85
18	32, 64, 128, 256	92.63
18	64, 128, 256, 512	95.2
18	128, 256, 512, 1024	95.73
18	256, 512, 1024, 2048	92.6
34	16, 32, 64, 128	91.32
34	32, 64, 128, 256	92.63
34	64, 128, 256, 512	95.61
34	128, 256, 512, 1024	94.57
34	256, 512, 1024, 2048	91.39
50	16, 32, 64, 128	91.43
50	32, 64, 128, 256	92.88
50	64, 128, 256, 512	93.62
50	128, 256, 512, 1024	92.07
110	16, 32, 64, 128	91.96
110	32, 64, 128, 256	93.23
110	64, 128, 256, 512	93.05

We mark the best results in bold values.