Gianfranco Deriu

According to our database, Gianfranco Deriu authored at least 13 papers between 2016 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

An Automated Design Flow for Adaptive Neural Network Hardware Accelerators.

Francesco Ratto, Ángela Porras Máinez, Carlo Sau, Paolo Meloni, Gianfranco Deriu, Stefano Delucchi, Massimo Massa, Luigi Raffo, Francesca Palumbo

J. Signal Process. Syst., September, 2023

2022

Target-Aware Neural Architecture Search and Deployment for Keyword Spotting.

Paola Busia, Gianfranco Deriu, Luca Rinelli, Cristina Chesta, Luigi Raffo, Paolo Meloni

IEEE Access, 2022

2021

Task-Specific Automation in Deep Learning Processes.

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

Proceedings of the Database and Expert Systems Applications - DEXA 2021 Workshops, 2021

2020

Optimizing Temporal Convolutional Network Inference on FPGA-Based Accelerators.

Marco Carreras, Gianfranco Deriu, Luigi Raffo, Luca Benini, Paolo Meloni

IEEE J. Emerg. Sel. Topics Circuits Syst., 2020

Exploring NEURAghe: A Customizable Template for APSoC-Based CNN Inference at the Edge.

Paolo Meloni, Daniela Loi, Gianfranco Deriu, Marco Carreras, Francesco Conti, Alessandro Capotondi, Davide Rossi

IEEE Embed. Syst. Lett., 2020

2019

CNN hardware acceleration on a low-power and low-cost APSoC.

Paolo Meloni, Antonio Garufi, Gianfranco Deriu, Marco Carreras, Daniela Loi

Proceedings of the 2019 Conference on Design and Architectures for Signal and Image Processing, 2019

Flexible Acceleration of Convolutions on FPGAs: NEURAghe 2.0.

Marco Carreras, Gianfranco Deriu, Paolo Meloni

Proceedings of the Cyber-Physical Systems PhD Workshop 2019, an event held within the CPS Summer School "Designing Cyber-Physical Systems, 2019

Optimization and deployment of CNNs at the edge: the ALOHA experience.

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

Proceedings of the 16th ACM International Conference on Computing Frontiers, 2019

2018

NEURAghe: Exploiting CPU-FPGA Synergies for Efficient and Flexible CNN Inference Acceleration on Zynq SoCs.

Paolo Meloni, Alessandro Capotondi, Gianfranco Deriu, Michele Brian, Francesco Conti, Davide Rossi, Luigi Raffo, Luca Benini

ACM Trans. Reconfigurable Technol. Syst., 2018

Architecture-aware design and implementation of CNN algorithms for embedded inference: the ALOHA project.

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

Proceedings of the 30th International Conference on Microelectronics, 2018

ALOHA: an architectural-aware framework for deep learning at the edge.

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

Proceedings of the Workshop on INTelligent Embedded Systems Architectures and Applications, 2018

2016

A high-efficiency runtime reconfigurable IP for CNN acceleration on a mid-range all-programmable SoC.

Paolo Meloni, Gianfranco Deriu, Francesco Conti, Igor Loi, Luigi Raffo, Luca Benini

Proceedings of the International Conference on ReConFigurable Computing and FPGAs, 2016

Curbing the roofline: a scalable and flexible architecture for CNNs on FPGA.

Paolo Meloni, Gianfranco Deriu, Francesco Conti, Igor Loi, Luigi Raffo, Luca Benini

Proceedings of the ACM International Conference on Computing Frontiers, CF'16, 2016