| PULP-NN: accelerating quantized neural networks on parallel ultra-low-power RISC-V processors A Garofalo, M Rusci, F Conti, D Rossi, L Benini Philosophical Transactions of the Royal Society A 378 (2164), 20190155, 2020 | 102 | 2020 |
| 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 | 77 | 2020 |
| 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 | 60 | 2020 |
| An event-driven ultra-low-power smart visual sensor M Rusci, D Rossi, M Lecca, M Gottardi, E Farella, L Benini IEEE Sensors Journal 16 (13), 5344-5353, 2016 | 45 | 2016 |
| A sub-mW IoT-endnode for always-on visual monitoring and smart triggering M Rusci, D Rossi, E Farella, L Benini IEEE Internet of Things Journal 4 (5), 1284-1295, 2017 | 27 | 2017 |
| 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 | 26* | 2018 |
| 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 |
| Design automation for binarized neural networks: A quantum leap opportunity? M Rusci, L Cavigelli, L Benini 2018 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2018 | 23 | 2018 |
| Pulp-nn: A computing library for quantized neural network inference at the edge on risc-v based parallel ultra low power clusters A Garofalo, M Rusci, F Conti, D Rossi, L Benini 2019 26th IEEE International Conference on Electronics, Circuits and Systems …, 2019 | 21 | 2019 |
| 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 |
| Always-ON visual node with a hardware-software event-based binarized neural network inference engine M Rusci, D Rossi, E Flamand, M Gottardi, E Farella, L Benini Proceedings of the 15th ACM International Conference on Computing Frontiers …, 2018 | 12 | 2018 |
| 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 |
| The memory challenge in ultra-low power deep learning F Conti, M Rusci, L Benini NANO-CHIPS 2030: On-Chip AI for an Efficient Data-Driven World, 323-349, 2020 | 8 | 2020 |
| 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 |
| Technologies for a thing-centric internet of things E Farella, M Rusci, B Milosevic, AL Murphy 2017 IEEE 5th International Conference on Future Internet of Things and …, 2017 | 7 | 2017 |
| Energy-efficient design of an always-on smart visual trigger M Rusci, D Rossi, M Lecca, M Gottardi, L Benini, E Farella 2016 IEEE International Smart Cities Conference (ISC2), 1-6, 2016 | 6 | 2016 |
| Event-based power manager JJP De Gyvez, H Fatemi, M Rusci, L Benini, E Farella, D Rossi US Patent 10,732,698, 2020 | 4 | 2020 |
| BrightNet: A deep CNN for OLED-based point of care immunofluorescent diagnostic systems A Samore, M Rusci, D Lazzaro, P Melpignano, L Benini, S Morigi IEEE Transactions on Instrumentation and Measurement 69 (9), 6766-6775, 2020 | 4 | 2020 |
| An energy optimized jpeg encoder for parallel ultra-low-power processing-platforms T Polonelli, D Battistini, M Rusci, D Brunelli, L Benini Applications in Electronics Pervading Industry, Environment and Society …, 2020 | 4* | 2020 |
Luca BeniniETH Zürich, Università di BolognaVerified email at unibo.it
