no code implementations • 13 Dec 2020 • Michael Beyer, Andrey Morozov, Emil Valiev, Christoph Schorn, Lydia Gauerhof, Kai Ding, Klaus Janschek
The results demonstrate how random bit flips in the output of particular mathematical operations and layers of NNs affect the classification accuracy.
2 code implementations • 3 Mar 2020 • Karim Guirguis, Christoph Schorn, Andre Guntoro, Sherif Abdulatif, Bin Yang
The understanding of the surrounding environment plays a critical role in autonomous robotic systems, such as self-driving cars.
no code implementations • 30 Sep 2019 • Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid
It is thus desirable to exploit optimization potential for error resilience and efficiency also at the algorithmic side, e. g., by optimizing the architecture of the DNN.
no code implementations • 20 Nov 2016 • Sebastian Vogel, Christoph Schorn, Andre Guntoro, Gerd Ascheid
Recently published methods enable training of bitwise neural networks which allow reduced representation of down to a single bit per weight.