Research Article

Uncertainty Estimation Using Variational Mixture of Gaussians Capsule Network for Health Image Classification

Table 3

Results of testing on 10,000 sample images of MNIST, CIFAR-10, and Fashion-MNIST dataset. 4,227 samples were used for testing the models on the COVID-19 Radiography dataset.

AlgorithmMNIST (%)CIFAR-10 (%)Fashion-MNIST (%)COVID-19 RadiographyAverage time

VB-routing {64, 8, 16, 16, #c}98.5385.0692.9790.92%30 s, 14 ms
Multi-lane LBP-gabor capsule98.8986.9794.0091.09%18 s, 25 ms
Dynamic routing99.2165.1176.3290.02%20 s, 11 ms
VMG-routing {32, 4, 8, 8, #c} (ours)98.9686.8293.7192.15%15 s, 23 ms