Research Article

Improving the Performance of Deep Learning Model-Based Classification by the Analysis of Local Probability

Table 5

The result of random probability on CIFAR-100 and Mini-ImageNet.

Methods on local probabilityVoVNet-57 [24]Ours: L-PDL-joint/L-PDL-weight (%)

CIFAR-100, Rand (0, 1)63.9865.37
CIFAR-100, Rand (−1, 1)63.7873.73
CIFAR-100, Rand (−2, 1)63.4276.01
Mini-ImageNet, Rand (0, 1)72.6573.52
Mini-ImageNet, Rand (−1, 1)72.5880.15
Mini-ImageNet, Rand (−2, 1)72.4784.28