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Matthias Humt

10 papers hereh-index 82.1k citations15 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author6

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • cs.RO5
  • cs.CV3
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20202025
most citedA Survey of Uncertainty in Deep Neural Networks

242 citations · 280 across the 9 of their papers we have counts for

collaborators
Showing cs.CVShow all

3 papers · 1 filter

cs.CV2025

Evaluating Latent Generative Paradigms for High-Fidelity 3D Shape Completion from a Single Depth Image

Matthias Humt, Ulrich Hillenbrand, Rudolph Triebel

While generative models have seen significant adoption across a wide range of data modalities, including 3D data, a consensus on which model is best suited for which task has yet t…

cs.CV2023★ 6 cited

Shape Completion with Prediction of Uncertain Regions

Matthias Humt, Dominik Winkelbauer, Ulrich Hillenbrand

Shape completion, i.e., predicting the complete geometry of an object from a partial observation, is highly relevant for several downstream tasks, most notably robotic manipulation…

cs.CV2020★ 5 cited

Learning Multiplicative Interactions with Bayesian Neural Networks for Visual-Inertial Odometry

Kashmira Shinde, Jongseok Lee, Matthias Humt +2

This paper presents an end-to-end multi-modal learning approach for monocular Visual-Inertial Odometry (VIO), which is specifically designed to exploit sensor complementarity in th…

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