Maximum Likelihood Uncertainty Estimation: Robustness to Outliers

1 code implementation • 3 Feb 2022 • Deebul S. Nair, Nico Hochgeschwender, Miguel A. Olivares-Mendez

In particular, heavy-tailed distribution based maximum likelihood provides better uncertainty estimates, better separation in uncertainty for out-of-distribution data, as well as better detection of adversarial attacks in the presence of outliers.

Monocular Depth Estimation regression