Search Results for author: Nico Hochgeschwender

Found 4 papers, 1 papers with code

Maximum Likelihood Uncertainty Estimation: Robustness to Outliers

1 code implementation3 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

A Multimodal Handover Failure Detection Dataset and Baselines

no code implementations28 Feb 2024 Santosh Thoduka, Nico Hochgeschwender, Juergen Gall, Paul G. Plöger

To address this deficit, we present the multimodal Handover Failure Detection dataset, which consists of failures induced by the human participant, such as ignoring the robot or not releasing the object.

Action Segmentation Object +1

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