Gianfranco Deriu

15 papers Journal 7Unranked 8
YearRankTypeTitle / Venue / Authors
2023 J jnl
An Automated Design Flow for Adaptive Neural Network Hardware Accelerators.
J. Signal Process. Syst.
Francesco Ratto, Ángela Porras Máinez, Carlo Sau, Paolo Meloni, Gianfranco Deriu, Stefano Delucchi, Massimo Massa, Luigi Raffo, Francesca Palumbo
2022 J jnl
Target-Aware Neural Architecture Search and Deployment for Keyword Spotting.
IEEE Access
Paola Busia, Gianfranco Deriu, Luca Rinelli, Cristina Chesta, Luigi Raffo, Paolo Meloni
2021 — conf
Task-Specific Automation in Deep Learning Processes.
DEXA Workshops
Georg Buchgeher, Gerald Czech, Adriano Souza Ribeiro, Werner Kloihofer, Paolo Meloni, Paola Busia, Gianfranco Deriu, Maura Pintor, Battista Biggio, Cristina Chesta, Luca Rinelli, David Solans, Manuel Portela
2020 J jnl
Exploring NEURAghe: A Customizable Template for APSoC-Based CNN Inference at the Edge.
IEEE Embed. Syst. Lett.
Paolo Meloni, Daniela Loi, Gianfranco Deriu, Marco Carreras, Francesco Conti, Alessandro Capotondi, Davide Rossi
2020 J jnl
Optimizing Temporal Convolutional Network Inference on FPGA-Based Accelerators.
IEEE J. Emerg. Sel. Topics Circuits Syst.
Marco Carreras, Gianfranco Deriu, Luigi Raffo, Luca Benini, Paolo Meloni
2020 J jnl
Optimizing Temporal Convolutional Network inference on FPGA-based accelerators.
CoRR
Marco Carreras, Gianfranco Deriu, Luigi Raffo, Luca Benini, Paolo Meloni
2019 — conf
CNN hardware acceleration on a low-power and low-cost APSoC.
DASIP
Paolo Meloni, Antonio Garufi, Gianfranco Deriu, Marco Carreras, Daniela Loi
2019 — conf
Flexible Acceleration of Convolutions on FPGAs: NEURAghe 2.0.
CPS Summer School, PhD Workshop
Marco Carreras, Gianfranco Deriu, Paolo Meloni
2019 — conf
Optimization and deployment of CNNs at the edge: the ALOHA experience.
CF
Paolo Meloni, Daniela Loi, Paola Busia, Gianfranco Deriu, Andy D. Pimentel, Dolly Sapra, Todor P. Stefanov, Svetlana Minakova, Francesco Conti, Luca Benini, Maura Pintor, Battista Biggio, Bernhard Moser, Natalia Shepeleva, Nikos Fragoulis, Ilias Theodorakopoulos, Michael Masin, Francesca Palumbo
2018 — conf
ALOHA: an architectural-aware framework for deep learning at the edge.
INTESA@ESWEEK
Paolo Meloni, Daniela Loi, Gianfranco Deriu, Andy D. Pimentel, Dolly Sapra, Bernhard Moser, Natalia Shepeleva, Francesco Conti, Luca Benini, Oscar Ripolles, David Solans, Maura Pintor, Battista Biggio, Todor P. Stefanov, Svetlana Minakova, Nikolaos Fragoulis, Ilias Theodorakopoulos, Michael Masin, Francesca Palumbo
2018 — conf
Architecture-aware design and implementation of CNN algorithms for embedded inference: the ALOHA project.
ICM
Paolo Meloni, Daniela Loi, Gianfranco Deriu, Andy D. Pimentel, Dolly Sapra, Maura Pintor, Battista Biggio, Oscar Ripolles, David Solans, Francesco Conti, Luca Benini, Todor P. Stefanov, Svetlana Minakova, Bernhard Moser, Natalia Shepeleva, Michael Masin, Francesca Palumbo, Nikos Fragoulis, Ilias Theodorakopoulos
2018 J jnl
NEURAghe: Exploiting CPU-FPGA Synergies for Efficient and Flexible CNN Inference Acceleration on Zynq SoCs.
ACM Trans. Reconfigurable Technol. Syst.
Paolo Meloni, Alessandro Capotondi, Gianfranco Deriu, Michele Brian, Francesco Conti, Davide Rossi, Luigi Raffo, Luca Benini
2017 J jnl
NEURAghe: Exploiting CPU-FPGA Synergies for Efficient and Flexible CNN Inference Acceleration on Zynq SoCs.
CoRR
Paolo Meloni, Alessandro Capotondi, Gianfranco Deriu, Michele Brian, Francesco Conti, Davide Rossi, Luigi Raffo, Luca Benini
2016 — conf
A high-efficiency runtime reconfigurable IP for CNN acceleration on a mid-range all-programmable SoC.
ReConFig
Paolo Meloni, Gianfranco Deriu, Francesco Conti, Igor Loi, Luigi Raffo, Luca Benini
2016 — conf
Curbing the roofline: a scalable and flexible architecture for CNNs on FPGA.
Conf. Computing Frontiers
Paolo Meloni, Gianfranco Deriu, Francesco Conti, Igor Loi, Luigi Raffo, Luca Benini