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Alessandro Capotondi
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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
1442015
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
1242020
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
902018
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
852020
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
552021
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
502020
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
502017
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
432021
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
292015
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
262020
Expansionnet v2: Block static expansion in fast end to end training for image captioning
JC Hu, R Cavicchioli, A Capotondi
arXiv preprint arXiv:2208.06551, 2022
232022
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
222018
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
222013
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
212018
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
192017
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
132020
Robust navigation with tinyML for autonomous mini-vehicles
M de Prado, R Donze, A Capotondi, M Rusci, S Monnerat, L Benini, ...
arXiv preprint arXiv:2007.00302, 2020
112020
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
92021
A risc-v-based fpga overlay to simplify embedded accelerator deployment
G Bellocchi, A Capotondi, F Conti, A Marongiu
2021 24th Euromicro Conference on Digital System Design (DSD), 9-17, 2021
82021
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
82018
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