306 citations
- Institut National des Sciences Appliquées de RennesFR30 papers
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- Université Européenne de BretagneFR4 papers
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cs.AR2022
Customizing Number Representation and Precision
Olivier Sentieys, Daniel Menard
There is a growing interest in the use of reduced-precision arithmetic, exacerbated by the recent interest in artificial intelligence, especially with deep learning. Most architect…
cs.AR2021★ 7 cited
Why is FPGA-GPU Heterogeneity the Best Option for Embedded Deep Neural Networks?
Walther Carballo-Hernández, Maxime Pelcat, François Berry
Graphics Processing Units (GPUs) are currently the dominating programmable architecture for Deep Learning (DL) accelerators. The adoption of Field Programmable Gate Arrays (FPGAs)…
cs.AR2017
Accurate Measurement of Power Consumption Overhead During FPGA Dynamic Partial Reconfiguration
Amor Nafkha, Yves Louet
In the context of embedded systems design, two important challenges are still under investigation. First, improve real-time data processing, reconfigurability, scalability, and sel…