Table 4.

The test accuracies of the ResNet-18 and 101 trained by the six HyAdamC models. The first and second best results are highlighted in red and orange, respectively.

	ResNet-18		ResNet-101
Models	Batch 64	Batch 128	Batch 64	Batch 128
HyAdamC-v1	0.934	0.935	0.940	0.939
HyAdamC-v2	0.936	0.937	0.937	0.933
HyAdamC-v3	0.934	0.936	0.940	0.937
HyAdamC-v4	0.933	0.935	0.940	0.938
HyAdamC-v5	0.935	0.938	0.939	0.937
HyAdamC-v6	0.936	0.932	0.942	0.942