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 | 92 | 2018 |
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 | 37 | 2020 |
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 | 28 | 2016 |
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 | 25 | 2016 |
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 | 17 | 2019 |
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 | 17 | 2018 |
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 | 10 | 2019 |
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 | 8 | 2019 |
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 | 7 | 2022 |
Flexible Acceleration of Convolutions on FPGAs: planning NEURAghe 2.0 M Carreras, G Deriu, P Meloni CPS Summer School PhD Workshop, 2019 | 6 | 2019 |
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 | 3 | 2023 |
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 | 3 | 2018 |
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 | 1 | 2021 |
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 | | |