DeeperThings: Fully Distributed CNN Inference on Resource-Constrained Edge Devices R Stahl, A Hoffman, D Mueller-Gritschneder, A Gerstlauer, ... International Journal of Parallel Programming 49 (4), 600-624, 2021 | 40 | 2021 |
Fully distributed deep learning inference on resource-constrained edge devices R Stahl, Z Zhao, D Mueller-Gritschneder, A Gerstlauer, U Schlichtmann Embedded Computer Systems: Architectures, Modeling, and Simulation: 19th …, 2019 | 39 | 2019 |
Neural network-based vehicle image classification for iot devices S Payvar, M Khan, R Stahl, D Mueller-Gritschneder, J Boutellier 2019 IEEE International Workshop on Signal Processing Systems (SiPS), 148-153, 2019 | 13 | 2019 |
Instruction extension of a risc-v processor modeled with ip-xact S Payvar, E Pekkarinen, R Stahl, D Mueller-Gritschneder, TD Hämäläinen 2019 IEEE Nordic Circuits and Systems Conference (NORCAS): NORCHIP and …, 2019 | 6 | 2019 |
ACCESS: HW/SW co-equivalence checking for firmware optimization M Schwarz, R Stahl, D Müller-Gritschneder, U Schlichtmann, D Stoffel, ... Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019 | 6 | 2019 |
Driver generation for IoT nodes with optimization of the hardware/software interface R Stahl, D Mueller-Gritschneder, U Schlichtmann IEEE Embedded Systems Letters 12 (2), 66-69, 2019 | 5 | 2019 |
Efficient Software-Implemented HW Fault Tolerance for TinyML Inference in Safety-critical Applications U Sharif, D Mueller-Gritschneder, R Stahl, U Schlichtmann 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2023 | 4 | 2023 |
The Scale4Edge RISC-V Ecosystem W Ecker, P Adelt, W Mueller, R Heckmann, M Krstic, V Herdt, R Drechsler, ... 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 808-813, 2022 | 3 | 2022 |
Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference R Stahl, D Mueller-Gritschneder, U Schlichtmann arXiv preprint arXiv:2303.17878, 2023 | 2 | 2023 |
Automated Redirection of Hardware Accesses for Host-Compiled Software Simulation R Stahl, D Mueller-Gritschneder, U Schlichtmann 2018 Forum on Specification & Design Languages (FDL), 5-16, 2018 | 2 | 2018 |
MLonMCU: TinyML Benchmarking with Fast Retargeting P van Kempen, R Stahl, D Mueller-Gritschneder, U Schlichtmann arXiv preprint arXiv:2306.08951, 2023 | 1 | 2023 |
Towards Rapid Exploration of Heterogeneous TinyML Systems using Virtual Platforms and TVM’s UMA S Ahmadifarsani, R Stahl, P van Kempen, D Mueller-Gritschneder, ... | | 2023 |
Firmware-driven Optimization of the Hardware/Software Interface for IoT Nodes R Stahl, D Mueller-Gritschneder, U Schlichtmann Final Workshop Proceedings, 17, 2019 | | 2019 |
Technical Report: Driver Generation for IoT Nodes with Optimization of the Hardware/Software Interface R Stahl, D Mueller-Gritschneder | | 2019 |