Related Publications

Energy-Efficient Seizure Detection Suitable for Low-Power Applications by Julia Werner, Bhavya Kohli, Paul Palomero Bernardo, Christoph Gerum, Oliver Bringmann In 2024 IEEE International Joint Conference on Neural Networks (IJCNN)

Precise localization within the GI tract by combining classification of CNNs and time-series analysis of HMMs. by Julia Werner, Christoph Gerum, Moritz Reiber, Jörg Nick, Oliver Bringmann In 2023 14th International Workshop on Machine Learning in Medical Imaging (MLMI 2023)

Hardware Accelerator and Neural Network Co-Optimization for Ultra-Low-Power Audio Processing Devices by Christoph Gerum, Adrian Frischknecht, Paul Palomero Bernardo, Tobias Hald, Konstantin Lübeck, and Oliver Bringmann In 2022 25th Euromicro Conference on Digital System Design (DSD), pages 1-8, 2022. Keywords: Machine Learning, Neural Networks, AutoML, Neural Architecture Search

Behavior of Keyword Spotting Networks Under Noisy Conditions by Anwesh Mohanty, Adrian Frischknecht, Christoph Gerum, and Oliver Bringmann In International Conference on Artificial Neural Networks (ICANN), 2021. Keywords: Keyword spotting, High noise conditions, Adaptive batch normalization, Sinc convolution network, Temporal convolution ResNet.

Dynamic Range and Complexity Optimization of Mixed-Signal Machine Learning Systems by Naci Pekcokguler, Dominique Morche, Adrian Frischknecht, Christoph Gerum, Andreas Burg, and Catherine Dehollain In 2021 IEEE International Symposium on Circuits and Systems (ISCAS), pages 1-5, 2021. Keywords: keyword spotting, analog feature extraction, machine learning classifier, dynamic range reduction, system complexity optimization

Automated HW/SW Co-Design for Edge AI: State, Challenges and Steps Ahead by Oliver Bringmann, Wolfgang Ecker, Ingo Feldner, Adrian Frischknecht, Christoph Gerum, Timo Hämäläinen, Muhammad Abdullah Hanif, Michael J. Klaiber, Daniel Mueller-Gritschneder, Paul Palomero Bernardo, Sebastian Prebeck, and Muhammad Shafique In Proceedings of the 2021 International Conference on Hardware/Software Codesign and System Synthesis, pages 11–20. Association for Computing Machinery, 2021.

UltraTrail: A Configurable Ultra-Low Power TC-ResNet AI Accelerator for Efficient Keyword Spotting by Paul Palomero Bernardo, Christoph Gerum, Adrian Frischknecht, Konstantin Lübeck, and Oliver Bringmann In 2020 IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), pages 1-12, 2020.