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2020 – today
- 2023
[j5]Francesco Ratto
, Ángela Porras Máinez, Carlo Sau, Paolo Meloni, Gianfranco Deriu, Stefano Delucchi, Massimo Massa, Luigi Raffo, Francesca Palumbo:
An Automated Design Flow for Adaptive Neural Network Hardware Accelerators. J. Signal Process. Syst. 95(9): 1091-1113 (2023)- 2022
- [j4]Paola Busia, Gianfranco Deriu, Luca Rinelli, Cristina Chesta, Luigi Raffo, Paolo Meloni:
Target-Aware Neural Architecture Search and Deployment for Keyword Spotting. IEEE Access 10: 40687-40700 (2022) - 2021
- [c8]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:
Task-Specific Automation in Deep Learning Processes. DEXA Workshops 2021: 159-169 - 2020
- [j3]Paolo Meloni, Daniela Loi, Gianfranco Deriu, Marco Carreras, Francesco Conti, Alessandro Capotondi, Davide Rossi:
Exploring NEURAghe: A Customizable Template for APSoC-Based CNN Inference at the Edge. IEEE Embed. Syst. Lett. 12(2): 62-65 (2020) - [j2]Marco Carreras, Gianfranco Deriu, Luigi Raffo, Luca Benini, Paolo Meloni:
Optimizing Temporal Convolutional Network Inference on FPGA-Based Accelerators. IEEE J. Emerg. Sel. Topics Circuits Syst. 10(3): 348-361 (2020) - [i2]Marco Carreras, Gianfranco Deriu, Luigi Raffo, Luca Benini, Paolo Meloni:
Optimizing Temporal Convolutional Network inference on FPGA-based accelerators. CoRR abs/2005.03775 (2020)
2010 – 2019
- 2019
- [c7]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:
Optimization and deployment of CNNs at the edge: the ALOHA experience. CF 2019: 326-332 - [c6]Marco Carreras, Gianfranco Deriu, Paolo Meloni:
Flexible Acceleration of Convolutions on FPGAs: NEURAghe 2.0. CPS Summer School, PhD Workshop 2019: 60-71 - [c5]Paolo Meloni, Antonio Garufi, Gianfranco Deriu, Marco Carreras, Daniela Loi:
CNN hardware acceleration on a low-power and low-cost APSoC. DASIP 2019: 7-12 - 2018
- [j1]Paolo Meloni, Alessandro Capotondi, Gianfranco Deriu, Michele Brian, Francesco Conti, Davide Rossi, Luigi Raffo, Luca Benini:
NEURAghe: Exploiting CPU-FPGA Synergies for Efficient and Flexible CNN Inference Acceleration on Zynq SoCs. ACM Trans. Reconfigurable Technol. Syst. 11(3): 18:1-18:24 (2018) - [c4]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:
ALOHA: an architectural-aware framework for deep learning at the edge. INTESA@ESWEEK 2018: 19-26 - [c3]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:
Architecture-aware design and implementation of CNN algorithms for embedded inference: the ALOHA project. ICM 2018: 52-55 - 2017
- [i1]Paolo Meloni, Alessandro Capotondi, Gianfranco Deriu, Michele Brian, Francesco Conti, Davide Rossi, Luigi Raffo, Luca Benini:
NEURAghe: Exploiting CPU-FPGA Synergies for Efficient and Flexible CNN Inference Acceleration on Zynq SoCs. CoRR abs/1712.00994 (2017) - 2016
- [c2]Paolo Meloni, Gianfranco Deriu, Francesco Conti, Igor Loi, Luigi Raffo, Luca Benini:
Curbing the roofline: a scalable and flexible architecture for CNNs on FPGA. Conf. Computing Frontiers 2016: 376-383 - [c1]Paolo Meloni, Gianfranco Deriu, Francesco Conti, Igor Loi, Luigi Raffo, Luca Benini:
A high-efficiency runtime reconfigurable IP for CNN acceleration on a mid-range all-programmable SoC. ReConFig 2016: 1-8
Coauthor Index
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