95 citations · 240 across the 10 of their papers we have counts for
12 papers
Real-time Inference with 2D Convolutional Neural Networks on Field Programmable Gate Arrays for High-rate Particle Imaging Detectors
Yeon-jae Jwa, Giuseppe Di Guglielmo, Lukas Arnold +2
We present a custom implementation of a 2D Convolutional Neural Network (CNN) as a viable application for real-time data selection in high-resolution and high-rate particle imaging…
Accelerating Deep Neural Networks for Real-time Data Selection for High-resolution Imaging Particle Detectors
Yeon-Jae Jwa, Giuseppe Di Guglielmo, Luca P. Carloni +1
This paper presents the custom implementation, optimization, and performance evaluation of convolutional neural networks on field programmable gate arrays, for the purposes of acce…
Cohmeleon: Learning-Based Orchestration of Accelerator Coherence in Heterogeneous SoCs
Joseph Zuckerman, Davide Giri, Jihye Kwon +2
One of the most critical aspects of integrating loosely-coupled accelerators in heterogeneous SoC architectures is orchestrating their interactions with the memory hierarchy, espec…
hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices
Farah Fahim, Benjamin Hawks, Christian Herwig +27
Accessible machine learning algorithms, software, and diagnostic tools for energy-efficient devices and systems are extremely valuable across a broad range of application domains.…
DB4HLS: A Database of High-Level Synthesis Design Space Explorations
Lorenzo Ferretti, Jihye Kwon, Giovanni Ansaloni +3
High-Level Synthesis (HLS) frameworks allow to easily specify a large number of variants of the same hardware design by only acting on optimization directives. Nonetheless, the har…
Agile SoC Development with Open ESP
Paolo Mantovani, Davide Giri, Giuseppe Di Guglielmo +6
ESP is an open-source research platform for heterogeneous SoC design. The platform combines a modular tile-based architecture with a variety of application-oriented flows for the d…