In this paper we describe a machine vision Neural Net al.gorithm implemented in a FPGA. The algorithm is trained on a hand written digit MNIST dataset. For Neural Net Intellectual Property generation it is used the hls4ml library, which is a really powerful tool for fast implementation of Neural Net on FPGA.

Alfonsi F., Gabrielli A., Ronchieri E. (2020). Neural Nets on FPGA a Machine Vision Algorithm Applied On MNIST Dataset Using Hls4ml Library. Springer Science and Business Media Deutschland GmbH [10.1007/978-3-030-58814-4_46].

Neural Nets on FPGA a Machine Vision Algorithm Applied On MNIST Dataset Using Hls4ml Library

Alfonsi F.
;
Gabrielli A.;Ronchieri E.
2020

Abstract

In this paper we describe a machine vision Neural Net al.gorithm implemented in a FPGA. The algorithm is trained on a hand written digit MNIST dataset. For Neural Net Intellectual Property generation it is used the hls4ml library, which is a really powerful tool for fast implementation of Neural Net on FPGA.
2020
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
597
605
Alfonsi F., Gabrielli A., Ronchieri E. (2020). Neural Nets on FPGA a Machine Vision Algorithm Applied On MNIST Dataset Using Hls4ml Library. Springer Science and Business Media Deutschland GmbH [10.1007/978-3-030-58814-4_46].
Alfonsi F.; Gabrielli A.; Ronchieri E.
File in questo prodotto:
Eventuali allegati, non sono esposti

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/802702
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 1
  • ???jsp.display-item.citation.isi??? 1
social impact