PYNQ FPGA Hardware implementation of LeNet-5-Based Traffic Sign Recognition Application

Amna Maraoui, Seifeddine Messaoud, Soulef Bouaafia, Ahmed Chiheb Ammari, Lazhar Khriji, Mohsen Machhout

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Abstract

Computer Vision is one of the most flagship fields in the last decade. Meanwhile, embedded boards (FPGAs) represent the technological advancement trends by including software processor and programmable logic units at the same FPGA core. However, the fusion of the embedded system and computer vision provides the nascent embedded vision field. This domain occupied all areas, even future Industry 4.0, by exploiting them in control and management tasks. Otherwise, embedded vision with artificial intelligence plays an important role in many vital applications such as advanced driver-assistance systems Otherwise, embedded vision with artificial intelligence plays an important role in many vital applications such as advanced driver-assistance systems in smart transportation context. This paper falls within this range, by implementing LeNet-5 Model-based Traffic Sign Recognition application on Xilinx embedded FPGA system. Implementation results prove that our Co-design prototype, including Processing System (PS) and Programmable Logic (PL) parts, achieves best performance in terms of hardware cost and run-time execution.

Original languageEnglish
Title of host publication18th IEEE International Multi-Conference on Systems, Signals and Devices, SSD 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1004-1009
Number of pages6
ISBN (Electronic)9781665414937
DOIs
Publication statusPublished - Mar 22 2021
Externally publishedYes
Event18th IEEE International Multi-Conference on Systems, Signals and Devices, SSD 2021 - Monastir, Tunisia
Duration: Mar 22 2021Mar 25 2021

Publication series

Name18th IEEE International Multi-Conference on Systems, Signals and Devices, SSD 2021

Conference

Conference18th IEEE International Multi-Conference on Systems, Signals and Devices, SSD 2021
Country/TerritoryTunisia
CityMonastir
Period3/22/213/25/21

Keywords

  • FPGA
  • LeNet-5
  • PYNQ

ASJC Scopus subject areas

  • Artificial Intelligence
  • Computer Networks and Communications
  • Computer Science Applications
  • Signal Processing
  • Electrical and Electronic Engineering

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