Ee Heng Chen, Manoj Rohit Vemparala, Nael Fasfous, Alexander Frickenstein, Ahmed Mzid, Naveen-Shankar Nagaraja, Joeran Zeisler, Walter Stechele, Darius Burschka
Investigating Binary Neural Networks for Traffic Sign Detection and Recognition
IEEE Intelligent Vehicles Symposium (IV)
2021

Manu Manuel, Arne Kreddig, Simon Conrady, Nguyen Anh Vu Doan, Walter Stechele
Region of Interest-Based Parameter Optimization for Approximate Image Processing on FPGAs
International Journal of Networking and Computing
2021
11
2
Jul
438-462

Manoj Rohit Vemparala, Nael Fasfous, Alexander Frickenstein, Sreetama Sarkar, Qi Zhao, Sabine Kuhn, Lukas Frickenstein, Anmol Singh, Christian Unger, Naveen Nagaraja, Christian Wressnegger, Walter Stechele
Adversarial Robust Model Compression using In-Train Pruning
IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
2021

Nael Fasfous, Manoj-Rohit Vemparala, Alexander Frickenstein, Lukas Frickenstein, Mohamed Badawy, Walter Stechele
BinaryCoP: Binary Neural Network-based COVID-19 Face-Mask Wear and Positioning Predictor on Edge Devices
IEEE International Parallel & Distributed Processing Symposium, Reconfigurable Architectures Workshop (IPDPS-RAW)
2021

Manoj Rohit Vemparala, Alexander Frickenstein, Nael Fasfous, Lukas Frickenstein, Qi Zhao, Sabine Franziska Kuhn, Daniel Ehrhardt, Yuankai Wu, Christian Unger, Naveen-Shankar Nagaraja, Walter Stechele
BreakingBED - Breaking Binary and Efficient Deep Neural Networks by Adversarial Attacks
Intelligent Systems Conference (IntelliSys)
2021

Sven Rheindt, Akshay Srivatsa, Oliver Lenke, Lars Nolte, Thomas Wild, Andreas Herkersdorf
Tackling the MPSoC Data Locality Challenge
87-114
Multi-Processor System-on-Chip 1
Wiley Online Library
2021

Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Mohamed Badawy, Felix Hundhausen, Julian Höfer, Naveen-Shankar Nagaraja, Christian Unger, Hans-Jörg Vögel, Jürgen Becker, Tamim Asfour, Walter Stechele
Binary-LoRAX: Low-power and Runtime Adaptable XNOR Classifier for Semi-Autonomous Grasping with Prosthetic Hands
International Conference on Robotics and Automation (ICRA)
2021

Gabor Balazs, Mateusz Chmurski, Walter Stechele, Mariusz Zubert
Sensor Fusion Neural Networks for Gesture Recognition on Low-Power Edge Devices
International Conference on Agents and Artificial Intelligence (ICAART)
2021

Mark Sagi, Martin Rapp, Heba Khdr, Yizhe Zhang, Nael Fasfous, Nguyen Anh Vu Doan, Thomas Wild, Jörg Henkel, Andreas Herkersdorf
Long Short-Term Memory Neural Network-based Power Forecasting of Multi-Core Processors
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE)
2021

Victor M. van Santen, Hussam Amrouch, Thomas Wild, Jörg Henkel, Andreas Herkersdorf
Thermal Management and Communication Virtualization for Reliability Optimization in MPSoCs
pp 181-205
Dependable Embedded Systems
Springer
2021