| Energy-efficient deep learning inference on edge devices F Daghero, DJ Pagliari, M Poncino Advances in Computers 122, 247-301, 2021 | 32 | 2021 |
| Ultra-compact binary neural networks for human activity recognition on RISC-V processors F Daghero, C Xie, DJ Pagliari, A Burrello, M Castellano, L Gandolfi, ... Proceedings of the 18th ACM International Conference on Computing Frontiers …, 2021 | 19 | 2021 |
| Human activity recognition on microcontrollers with quantized and adaptive deep neural networks F Daghero, A Burrello, C Xie, M Castellano, L Gandolfi, A Calimera, ... ACM Transactions on Embedded Computing Systems (TECS) 21 (4), 1-28, 2022 | 14 | 2022 |
| Two-stage human activity recognition on microcontrollers with decision trees and CNNs F Daghero, DJ Pagliari, M Poncino 2022 17th Conference on Ph. D Research in Microelectronics and Electronics …, 2022 | 13 | 2022 |
| Adaptive random forests for energy-efficient inference on microcontrollers F Daghero, A Burrello, C Xie, L Benini, A Calimera, E Macii, M Poncino, ... 2021 IFIP/IEEE 29th International Conference on Very Large Scale Integration …, 2021 | 7 | 2021 |
| Energy-efficient adaptive machine learning on IoT end-nodes with class-dependent confidence F Daghero, A Burrello, DJ Pagliari, L Benini, E Macii, M Poncino 2020 27th IEEE International Conference on Electronics, Circuits and Systems …, 2020 | 7 | 2020 |
| Sequence-to-sequence neural networks inference on embedded processors using dynamic beam search D Jahier Pagliari, F Daghero, M Poncino Electronics 9 (2), 337, 2020 | 7 | 2020 |
| Efficient deep learning models for privacy-preserving people counting on low-resolution infrared arrays C Xie, F Daghero, Y Chen, M Castellano, L Gandolfi, A Calimera, E Macii, ... IEEE Internet of Things Journal, 2023 | 4 | 2023 |
| Privacy-preserving social distance monitoring on microcontrollers with low-resolution infrared sensors and cnns C Xie, F Daghero, Y Chen, M Castellano, L Gandolfi, A Calimera, E Macii, ... 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 1332-1336, 2022 | 4 | 2022 |
| Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference C Xie, A Burrello, F Daghero, L Benini, A Calimera, E Macii, M Poncino, ... Sensors 23 (4), 2065, 2023 | 2 | 2023 |
| Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes F Daghero, A Burrello, E Macii, P Montuschi, M Poncino, DJ Pagliari IEEE Internet of Things Journal, 2023 | 1 | 2023 |
| Low-Overhead Early-Stopping Policies for Efficient Random Forests Inference on Microcontrollers F Daghero, A Burrello, C Xie, L Benini, A Calimera, E Macii, M Poncino, ... IFIP/IEEE International Conference on Very Large Scale Integration-System on …, 2021 | 1 | 2021 |
| Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones M Risso, F Daghero, BA Motetti, DJ Pagliari, E Macii, M Poncino, ... arXiv preprint arXiv:2402.15273, 2024 | | 2024 |
| HW-SW Optimization of DNNs for Privacy-preserving People Counting on Low-resolution Infrared Arrays M Risso, C Xie, F Daghero, A Burrello, S Mollaei, M Castellano, E Macii, ... arXiv preprint arXiv:2402.01226, 2024 | | 2024 |
| Model-Driven Dataset Generation for Data-Driven Battery SOH Models KSS Alamin, F Daghero, G Pollo, DJ Pagliari, Y Chen, E Macii, M Poncino, ... 2023 IEEE/ACM International Symposium on Low Power Electronics and Design …, 2023 | | 2023 |
| Energy-Efficient Quality Adaptation for Recurrent Neural Networks F Daghero Politecnico di Torino, 2019 | | 2019 |
Massimo PoncinoProfessor, Computing EngineeringVerified email at polito.it
