An Adaptive Deep Learning Optimization Method Based on Radius of Curvature

Table 3

Results’ summary.

Model/epoch number	Algorithm (SGD-)	Resnet	Densenet
Depth		116	100
CIFAR10/10	M/MS/MA	70.79/77.21/73.15	79.60/81.87/87.23
CIFAR10/100	M/MS/MA	90.70/91.10/90.89	91.16/91.32/91.37
CIFAR10/150	M/MS/MA	93.67/93.67/93.44	94.00/93.84/93.81
CIFAR100/10	M/MS/MA	36.37/42.89/44.87	46.68/51.70/49.99
CIFAR100/100	M/MS/MA	65.94/68.79/67.82	68.88/69.01/68.46
CIFAR100/150	M/MS/MA	72.62/73.71/73.31	74.87/71.85/71.98