Fully Kernected Neural Networks

Table 2

Validation accuracy of CNN, KNN, and our FKNN on CIFAR10.

Methods	Network-depth	Validation accuracy (%)	Improvement on CNN
CNN	ResNet-18	91.18	0
CNN	ResNet-110	93.57	0
KNN	ResNet-110	95.31	1.74%
FKNN (ours)	ResNet-18	95.73	4.55%
CNN	DenseNet-40	94.76	0
KNN	DenseNet-40	94.92	0.16%
FKNN (ours)	DenseNet-40	96.45	1.69%
CNN	GoogLeNet-22	94.95	0
KNN	GoogLeNet-22	94.84	−0.11%
FKNN (ours)	GoogLeNet-22	95.58	0.74%

We mark the best results in bold values.