Fully Kernected Neural Networks

Table 5

Training time of CNN, KNN, and our FKNN on CIFAR10.

Methods	Network-depth	Time per epoch (s)	Convergence time (h)
CNN	ResNet-18	62	3.1
KNN	ResNet-18	63	2.85
FKNN (ours)	ResNet-18	61	2.18
CNN	DenseNet-40	72	4.48
KNN	DenseNet-40	78	3.47
FKNN (ours)	DenseNet-40	71	3.01