no code implementations • 24 Aug 2023 • Tobias Koch, Christian Riess, Thomas Köhler
To mitigate dependency on extensive and costly background datasets, we explore mixup as an off-the-shelf data generation technique.
1 code implementation • 30 May 2022 • Tobias Koch, Felix Liebezeit, Christian Riess, Vincent Christlein, Thomas Köhler
One particular machine learning problem in dynamic environments is open world recognition.
no code implementations • 18 Dec 2020 • Jithin Ravi, Tobias Koch
When the user activity is random, i. e., when $\ell_n$ and $k_n$ are different, it is demonstrated that if $k_n\log \ell_n$ is sublinear in $n$, then each user can achieve the single-user capacity per unit-energy $(\log e)/N_0$.
Information Theory Information Theory
no code implementations • 3 May 2018 • Tobias Koch, Lukas Liebel, Friedrich Fraundorfer, Marco Körner
While an increasing interest in deep models for single-image depth estimation methods can be observed, established schemes for their evaluation are still limited.