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2020 – today
- 2024
[b1]Tim Hotfilter:
Efficient Optimization of Convolutional Neural Networks for Modern Embedded High-Performance Applications. Karlsruhe Institute of Technology, Germany, 2024- [c23]Julian Höfer, Matthias Stammler, Fabian Kreß, Tim Hotfilter, Tanja Harbaum, Jürgen Becker:
BayWatch: Leveraging Bayesian Neural Networks for Hardware Fault Tolerance and Monitoring. DFT 2024: 1-6 - [c22]Fabian Kreß, El Mahdi El Annabi, Tim Hotfilter, Julian Höfer, Tanja Harbaum, Jürgen Becker:
Automated Deep Neural Network Inference Partitioning for Distributed Embedded Systems. ISVLSI 2024: 39-44 - [c21]Patrick Schmidt, Johannes Pfau, Tim Hotfilter, Matthias Stammler, Tanja Harbaum, Jürgen Becker:
RVVe: A Minimal RISC-V Vector Processor for Embedded AI Acceleration. SOCC 2024: 1-6 - [c20]Fabian Kreß, Alexey Serdyuk, Denis Kobsar, Tim Hotfilter, Julian Höfer, Tanja Harbaum, Jürgen Becker:
LOTTA: An FPGA-based Low-Power Temporal Convolutional Network Hardware Accelerator. SOCC 2024: 126-131 - [i1]Fabian Kreß, El Mahdi El Annabi, Tim Hotfilter, Julian Höfer, Tanja Harbaum, Jürgen Becker:
Automated Deep Neural Network Inference Partitioning for Distributed Embedded Systems. CoRR abs/2406.19913 (2024) - 2023
- [j1]Fabian Kreß
, Vladimir Sidorenko, Patrick Schmidt, Julian Höfer, Tim Hotfilter, Iris Walter, Tanja Harbaum, Jürgen Becker:
CNNParted: An open source framework for efficient Convolutional Neural Network inference partitioning in embedded systems. Comput. Networks 229: 109759 (2023) - [c19]Tim Hotfilter, Julian Höfer, Fabian Kreß, Fabian Kempf, Leonhard Kraft, Tanja Harbaum, Jürgen Becker:
A Hardware-Centric Approach to Increase and Prune Regular Activation Sparsity in CNNs. AICAS 2023: 1-5 - [c18]Fabian Kreß, Alexey Serdyuk, Micha Hiegle, Disnebio Waldmann, Tim Hotfilter, Julian Höfer, Tim Hamann, Jens Barth, Peter Kämpf, Tanja Harbaum, Jürgen Becker:
ATLAS: An Approximate Time-Series LSTM Accelerator for Low-Power IoT Applications. DSD 2023: 569-576 - [c17]Anqi Chu, Chris Manuel Hermann, Johannes Silz, Johannes Pfau, Kevin Muñoz Barón, Nidhi Anantharajaiah, Patrick Schmidt, Tim Hotfilter, Xiang Xie, Jürgen Becker, Ingmar Kallfass, Jörg Roth-Stielow, Wilhelm Stork:
LETSCOPE: Lifecycle Extensions Through Software-Defined Predictive Control of Power Electronics. EUROCON 2023: 665-670 - [c16]Julian Höfer, Fabian Kempf, Tim Hotfilter, Fabian Kreß, Tanja Harbaum, Jürgen Becker:
SiFI-AI: A Fast and Flexible RTL Fault Simulation Framework Tailored for AI Models and Accelerators. ACM Great Lakes Symposium on VLSI 2023: 287-292 - [c15]Tim Hotfilter, Patrick Schmidt, Julian Höfer, Fabian Kreß, Tanja Harbaum, Jürgen Becker:
An Analytical Model of Configurable Systolic Arrays to find the Best-Fitting Accelerator for a given DNN Workload. DroneSE/RAPIDO@HiPEAC 2023: 73-78 - [c14]Julian Höfer, Tim Hotfilter, Fabian Kreß, Chen Qiu, Tanja Harbaum, Jürgen Becker:
A Hardware-Aware Sampling Parameter Search for Efficient Probabilistic Object Detection. ICVS 2023: 299-309 - [c13]Matthias Stammler, Julian Höfer, David Kraus, Patrick Schmidt, Tim Hotfilter, Tanja Harbaum, Jürgen Becker:
EFFECT: An End-to-End Framework for Evaluating Strategies for Parallel AI Anomaly Detection. INNS DLIA@IJCNN 2023: 499-508 - [c12]Fabian Kempf, Julian Höfer, Tim Hotfilter, Jürgen Becker:
A Low-Stall Methodology for an Interleaved Processor State Replication. MCSoC 2023: 276-283 - [c11]Daniel Hofman, Mario Brcic, Mihael Kovac, Tim Hotfilter, Jürgen Becker, Dominik Reinhardt, Sorin Mihai Grigorescu, R. Stevens, T. T. Vo:
European Processor Initiative Demonstration of Integrated Semi-Autonomous Driving System. SOCC 2023: 1-6 - [c10]Tim Hotfilter, Julian Höfer, Philipp Merz, Fabian Kreß, Fabian Kempf, Tanja Harbaum, Jürgen Becker:
Leveraging Mixed-Precision CNN Inference for Increased Robustness and Energy Efficiency. SOCC 2023: 1-6 - 2022
- [c9]Tim Hotfilter, Fabian Kreß, Fabian Kempf, Jürgen Becker, Juan Miguel De Haro Ruiz, Daniel Jiménez-González, Miquel Moretó, Carlos Álvarez, Jesús Labarta, Imen Baili:
Towards Reconfigurable Accelerators in HPC: Designing a Multipurpose eFPGA Tile for Heterogeneous SoCs. DATE 2022: 628-631 - [c8]Fabian Kreß, Julian Höfer, Tim Hotfilter, Iris Walter, Vladimir Sidorenko, Tanja Harbaum, Jürgen Becker:
Hardware-aware Partitioning of Convolutional Neural Network Inference for Embedded AI Applications. DCOSS 2022: 133-140 - [c7]Tim Hotfilter, Fabian Kreß, Fabian Kempf, Jürgen Becker, Imen Baili:
Data Movement Reduction for DNN Accelerators: Enabling Dynamic Quantization Through an eFPGA. ISVLSI 2022: 371-372 - [c6]Fabian Kreß, Alexey Serdyuk, Tim Hotfilter, Julian Höfer, Tanja Harbaum, Jürgen Becker, Tim Hamann:
Hardware-aware Workload Distribution for AI-based Online Handwriting Recognition in a Sensor Pen. MECO 2022: 1-4 - [c5]Fabian Kreß, Julian Höfer, Tim Hotfilter, Iris Walter, El Mahdi El Annabi, Tanja Harbaum, Jürgen Becker:
Automated Search for Deep Neural Network Inference Partitioning on Embedded FPGA. PKDD/ECML Workshops (1) 2022: 557-568 - [c4]Fabian Kempf, Julian Höfer, Fabian Kreß, Tim Hotfilter, Tanja Harbaum, Jürgen Becker:
Runtime Adaptive Cache Checkpointing for RISC Multi-Core Processors. SOCC 2022: 1-6 - 2021
- [c3]Iris Walter, Jonas Ney, Tim Hotfilter, Vladimir Rybalkin, Julian Höfer, Norbert Wehn, Jürgen Becker:
Embedded Face Recognition for Personalized Services in the Assistive Robotics. PKDD/ECML Workshops (1) 2021: 339-350 - [c2]Tim Hotfilter, Julian Höfer, Fabian Kreß, Fabian Kempf, Jürgen Becker:
FLECSim-SoC: A Flexible End-to-End Co-Design Simulation Framework for System on Chips. SoCC 2021: 83-88 - 2020
- [c1]Tim Hotfilter, Fabian Kempf, Jürgen Becker, Dominik Reinhardt, Imen Baili:
Embedded Image Processing the European Way: A new platform for the future automotive market. WF-IoT 2020: 1-6
Coauthor Index
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