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Gianfranco Deriu
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NEURAghe Exploiting CPU-FPGA Synergies for Efficient and Flexible CNN Inference Acceleration on Zynq SoCs
P Meloni, A Capotondi, G Deriu, M Brian, F Conti, D Rossi, L Raffo, ...
ACM Transactions on Reconfigurable Technology and Systems (TRETS) 11 (3), 1-24, 2018
882018
Optimizing temporal convolutional network inference on FPGA-based accelerators
M Carreras, G Deriu, L Raffo, L Benini, P Meloni
IEEE Journal on Emerging and Selected Topics in Circuits and Systems 10 (3 …, 2020
322020
Curbing the roofline: a scalable and flexible architecture for CNNs on FPGA
P Meloni, G Deriu, F Conti, I Loi, L Raffo, L Benini
Proceedings of the ACM International Conference on Computing Frontiers, 376-383, 2016
272016
A high-efficiency runtime reconfigurable IP for CNN acceleration on a mid-range all-programmable SoC
P Meloni, G Deriu, F Conti, I Loi, L Raffo, L Benini
2016 International Conference on ReConFigurable Computing and FPGAs …, 2016
252016
ALOHA: an architectural-aware framework for deep learning at the edge
P Meloni, D Loi, G Deriu, AD Pimentel, D Sapra, B Moser, N Shepeleva, ...
Proceedings of the workshop on INTelligent embedded systems architectures …, 2018
172018
Optimization and deployment of CNNs at the edge: the ALOHA experience
P Meloni, D Loi, P Busia, G Deriu, AD Pimentel, D Sapra, T Stefanov, ...
Proceedings of the 16th ACM international conference on computing frontiers …, 2019
152019
CNN hardware acceleration on a low-power and low-cost APSoC
P Meloni, A Garufi, G Deriu, M Carreras, D Loi
2019 Conference on Design and Architectures for Signal and Image Processing …, 2019
82019
Exploring NEURAghe: A customizable template for APSoC-based CNN inference at the edge
P Meloni, D Loi, G Deriu, M Carreras, F Conti, A Capotondi, D Rossi
IEEE Embedded Systems Letters 12 (2), 62-65, 2019
72019
Target-aware neural architecture search and deployment for keyword spotting
P Busia, G Deriu, L Rinelli, C Chesta, L Raffo, P Meloni
IEEE Access 10, 40687-40700, 2022
62022
Flexible Acceleration of Convolutions on FPGAs: planning NEURAghe 2.0
M Carreras, G Deriu, P Meloni
CPS Summer School PhD Workshop, 2019
62019
Architecture-aware design and implementation of CNN algorithms for embedded inference: the ALOHA project
P Meloni, D Loi, G Deriu, AD Pimentel, D Saprat, M Pintort, B Biggio, ...
2018 30th International Conference on Microelectronics (ICM), 52-55, 2018
32018
An Automated Design Flow for Adaptive Neural Network Hardware Accelerators
F Ratto, ÁP Máinez, C Sau, P Meloni, G Deriu, S Delucchi, M Massa, ...
Journal of Signal Processing Systems 95 (9), 1091-1113, 2023
12023
Task-Specific Automation in Deep Learning Processes
G Buchgeher, G Czech, AS Ribeiro, W Kloihofer, P Meloni, P Busia, ...
Database and Expert Systems Applications-DEXA 2021 Workshops: BIOKDD, IWCFS …, 2021
12021
Improving the Flexibility of CNN Accelerators to Support Temporal Convolution Network (TCN)
M Carreras, G Deriu, P Meloni
Journal of Networking Technology Volume 11 (3), 93, 2020
2020
ALOHA
P Meloni, O Ripolles, D Solans, M Pintor, B Biggio, T Stefanov, ...
Proceedings of the Workshop on INTelligent Embedded Systems Architectures …, 0
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