| PULP: A parallel ultra low power platform for next generation IoT applications D Rossi, F Conti, A Marongiu, A Pullini, I Loi, M Gautschi, G Tagliavini, ... 2015 IEEE Hot Chips 27 Symposium (HCS), 1-39, 2015 | 124 | 2015 |
| CMix-NN: Mixed low-precision CNN library for memory-constrained edge devices A Capotondi, M Rusci, M Fariselli, L Benini IEEE Transactions on Circuits and Systems II: Express Briefs 67 (5), 871-875, 2020 | 78 | 2020 |
| 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 | 73 | 2018 |
| Memory-driven mixed low precision quantization for enabling deep network inference on microcontrollers M Rusci, A Capotondi, L Benini Proceedings of Machine Learning and Systems 2, 326-335, 2020 | 61 | 2020 |
| HERO: Heterogeneous embedded research platform for exploring RISC-V manycore accelerators on FPGA A Kurth, P Vogel, A Capotondi, A Marongiu, L Benini arXiv preprint arXiv:1712.06497, 2017 | 40 | 2017 |
| A systematic assessment of embedded neural networks for object detection M Verucchi, G Brilli, D Sapienza, M Verasani, M Arena, F Gatti, ... 2020 25th IEEE International Conference on Emerging Technologies and Factory …, 2020 | 36 | 2020 |
| Simplifying Manycore-Based Heterogeneous SoC Programming with Offload Directives A Marongiu, A Capotondi, G Tagliavini, L Benini Industrial Informatics, IEEE Transactions on 11 (4), 957 - 967, 2015 | 29 | 2015 |
| Robustifying the deployment of tinyml models for autonomous mini-vehicles M de Prado, M Rusci, A Capotondi, R Donze, L Benini, N Pazos Sensors 21 (4), 1339, 2021 | 24 | 2021 |
| Improving the programmability of STHORM-based heterogeneous systems with offload-enabled OpenMP A Marongiu, A Capotondi, G Tagliavini, L Benini Proceedings of the First International Workshop on Many-core Embedded …, 2013 | 21 | 2013 |
| A tinyml platform for on-device continual learning with quantized latent replays L Ravaglia, M Rusci, D Nadalini, A Capotondi, F Conti, L Benini IEEE Journal on Emerging and Selected Topics in Circuits and Systems 11 (4 …, 2021 | 19 | 2021 |
| Leveraging automated mixed-low-precision quantization for tiny edge microcontrollers M Rusci, M Fariselli, A Capotondi, L Benini IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile …, 2020 | 19 | 2020 |
| HERO: An open-source research platform for HW/SW exploration of heterogeneous manycore systems A Kurth, A Capotondi, P Vogel, L Benini, A Marongiu Proceedings of the 2nd Workshop on AutotuniNg and aDaptivity AppRoaches for …, 2018 | 19 | 2018 |
| Work-in-progress: Quantized nns as the definitive solution for inference on low-power arm mcus? M Rusci, A Capotondi, F Conti, L Benini 2018 International Conference on Hardware/Software Codesign and System …, 2018 | 19 | 2018 |
| The quest for energy-efficient i $ design in ultra-low-power clustered many-cores I Loi, A Capotondi, D Rossi, A Marongiu, L Benini IEEE Transactions on Multi-Scale Computing Systems 4 (2), 99-112, 2017 | 17 | 2017 |
| Robust navigation with tinyML for autonomous mini-vehicles M de Prado, R Donze, A Capotondi, M Rusci, S Monnerat, N Pazos arXiv e-prints, arXiv: 2007.00302, 2020 | 10 | 2020 |
| Unmanned vehicles in smart farming: A survey and a glance at future horizons D Madrońal, F Palumbo, A Capotondi, A Marongiu Proceedings of the 2021 Drone Systems Engineering and Rapid Simulation and …, 2021 | 7 | 2021 |
| Memory-latency-accuracy trade-offs for continual learning on a risc-v extreme-edge node L Ravaglia, M Rusci, A Capotondi, F Conti, L Pellegrini, V Lomonaco, ... 2020 IEEE Workshop on Signal Processing Systems (SiPS), 1-6, 2020 | 7 | 2020 |
| Quantized NNs as the definitive solution for inference on low-power ARM MCUs? work-in-progress M Rusci, A Capotondi, F Conti, L Benini Proceedings of the International Conference on Hardware/Software Codesign …, 2018 | 7 | 2018 |
| Runtime support for multiple offload-based programming models on clustered manycore accelerators A Capotondi, A Marongiu, L Benini IEEE Transactions on Emerging Topics in Computing 6 (3), 330-342, 2016 | 7 | 2016 |
| Enabling zero-copy openmp offloading on the pulp many-core accelerator A Capotondi, A Marongiu Proceedings of the 20th International Workshop on Software and Compilers for …, 2017 | 6 | 2017 |
Luca BeniniETH Zürich, Universitą di BolognaVerified email at unibo.it
