Hardware-aware Workload Distribution for AI-based Online Handwriting Recognition in a Sensor Pen F Kreß, A Serdyuk, T Hotfilter, J Hoefer, T Harbaum, J Becker, T Hamann 2022 11th Mediterranean Conference on Embedded Computing (MECO), 1-4, 2022 | 10 | 2022 |
Embedded face recognition for personalized services in the assistive robotics I Walter, J Ney, T Hotfilter, V Rybalkin, J Hoefer, N Wehn, J Becker Joint European Conference on Machine Learning and Knowledge Discovery in …, 2021 | 9 | 2021 |
SiFI-AI: A Fast and Flexible RTL Fault Simulation Framework Tailored for AI Models and Accelerators J Hoefer, F Kempf, T Hotfilter, F Kreß, T Harbaum, J Becker Proceedings of the Great Lakes Symposium on VLSI 2023, 287-292, 2023 | 8 | 2023 |
Hardware-aware Partitioning of Convolutional Neural Network Inference for Embedded AI Applications F Kreß, J Hoefer, T Hotfilter, I Walter, V Sidorenko, T Harbaum, J Becker 2022 18th International Conference on Distributed Computing in Sensor …, 2022 | 6 | 2022 |
FLECSim-SoC: A Flexible End-to-End Co-Design Simulation Framework for System on Chips T Hotfilter, J Hoefer, F Kreß, F Kempf, J Becker 2021 IEEE 34th International System-on-Chip Conference (SOCC), 83-88, 2021 | 6 | 2021 |
Embedded Image Processing the European Way: A new platform for the future automotive market T Hotfilter, F Kempf, J Becker, D Reinhardt, I Baili 2020 IEEE 6th World Forum on Internet of Things (WF-IoT), 1-6, 2020 | 6 | 2020 |
The QUA³CK Machine Learning Development Process and the Laboratory for Applied Machine Learning Approaches (LAMA) J Becker, D Grimm, T Hotfilter, C Meier, G Molinar, M Stang, S Stock, ... Symposium Artificial Intelligence for Science, Industry and Society (AISIS …, 2019 | 6 | 2019 |
Atlas: An approximate time-series lstm accelerator for low-power iot applications F Kreß, A Serdyuk, M Hiegle, D Waldmann, T Hotfilter, J Hoefer, ... 2023 26th Euromicro Conference on Digital System Design (DSD), 569-576, 2023 | 5 | 2023 |
Runtime Adaptive Cache Checkpointing for RISC Multi-Core Processors F Kempf, J Hoefer, F Kreß, T Hotfilter, T Harbaum, J Becker 2022 IEEE 35th International System-on-Chip Conference (SOCC), 1-6, 2022 | 5 | 2022 |
Towards reconfigurable accelerators in hpc: Designing a multipurpose efpga tile for heterogeneous socs T Hotfilter, F Kreß, F Kempf, J Becker, JM De Haro, D Jiménez-González, ... 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 628-631, 2022 | 5 | 2022 |
Leveraging Mixed-Precision CNN Inference for Increased Robustness and Energy Efficiency T Hotfilter, J Hoefer, P Merz, F Kreß, F Kempf, T Harbaum, J Becker 2023 IEEE 36th International System-on-Chip Conference (SOCC), 1-6, 2023 | 3 | 2023 |
Letscope: Lifecycle extensions through software-defined predictive control of power electronics A Chu, CM Hermann, J Silz, J Pfau, KM Barón, N Anantharajaiah, ... IEEE EUROCON 2023-20th International Conference on Smart Technologies, 665-670, 2023 | 3 | 2023 |
CNNParted: An open source framework for efficient Convolutional Neural Network inference partitioning in embedded systems F Kreß, V Sidorenko, P Schmidt, J Hoefer, T Hotfilter, I Walter, T Harbaum, ... Computer Networks 229, 109759, 2023 | 3 | 2023 |
An Analytical Model of Configurable Systolic Arrays to find the Best-Fitting Accelerator for a given DNN Workload T Hotfilter, P Schmidt, J Höfer, F Kreß, T Harbaum, J Becker Proceedings of the DroneSE and RAPIDO: System Engineering for constrained …, 2023 | 3 | 2023 |
EFFECT: An End-to-End Framework for Evaluating Strategies for Parallel AI Anomaly Detection M Stammler, J Hoefer, D Kraus, P Schmidt, T Hotfilter, T Harbaum, ... Procedia Computer Science 222, 499-508, 2023 | 3 | 2023 |
Qua³ck-a machine learning development process SC Stock, J Becker, D Grimm, T Hotfilter, G Molinar, M Stang, W Stork Proceedings of Artificial Intelligence for Science, Industry and Society …, 2020 | 3 | 2020 |
A Hardware-Aware Sampling Parameter Search for Efficient Probabilistic Object Detection J Hoefer, T Hotfilter, F Kreß, C Qiu, T Harbaum, J Becker International Conference on Computer Vision Systems, 299-309, 2023 | 2 | 2023 |
Baywatch: Leveraging bayesian neural networks for hardware fault tolerance and monitoring J Hoefer, M Stammler, F Kreß, T Hotfilter, T Harbaum, J Becker 2024 IEEE International Symposium on Defect and Fault Tolerance in VLSI and …, 2024 | 1 | 2024 |
A Hardware-Centric Approach to Increase and Prune Regular Activation Sparsity in CNNs T Hotfilter, J Hoefer, F Kreß, F Kempf, L Kraft, T Harbaum, J Becker 2023 IEEE 5th International Conference on Artificial Intelligence Circuits …, 2023 | 1 | 2023 |
Automated Search for Deep Neural Network Inference Partitioning on Embedded FPGA F Kreß, J Hoefer, T Hotfilter, I Walter, EM El Annabi, T Harbaum, J Becker Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022 | 1 | 2022 |