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

<div>Uncertainty plots for (column 2) the VMG CapsNet on the out-of-distribution images, and (column 3) the deterministic Multilane LBP CapsNet on the same two images. The spread of the VMG CapsNet predictions demonstrates its high epistemic uncertainty on the images. On the other hand, the Multi-lane LBP CapsNet shows false confidence in its predictions as shown by the consistency with which it produces the same probabilities for the <i>N</i>  =  100 predictive runs.</div>

Computational Intelligence and Neuroscience

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Figure 5

Figure 5: Uncertainty Estimation Using Variational Mixture of Gaussians Capsule Network for Health Image Classification 