Q-ppg: Energy-efficient ppg-based heart rate monitoring on wearable devices A Burrello, DJ Pagliari, M Risso, S Benatti, E Macii, L Benini, M Poncino IEEE Transactions on Biomedical Circuits and Systems 15 (6), 1196-1209, 2021 | 46 | 2021 |
Lightweight neural architecture search for temporal convolutional networks at the edge M Risso, A Burrello, F Conti, L Lamberti, Y Chen, L Benini, E Macii, ... IEEE Transactions on Computers 72 (3), 744-758, 2022 | 33 | 2022 |
Robust and energy-efficient ppg-based heart-rate monitoring M Risso, A Burrello, DJ Pagliari, S Benatti, E Macii, L Benini, M Poncino 2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021 | 27 | 2021 |
Embedding temporal convolutional networks for energy-efficient ppg-based heart rate monitoring A Burrello, DJ Pagliari, PM Rapa, M Semilia, M Risso, T Polonelli, ... ACM Transactions on Computing for Healthcare (HEALTH) 3 (2), 1-25, 2022 | 23 | 2022 |
Pruning in time (PIT): a lightweight network architecture optimizer for temporal convolutional networks M Risso, A Burrello, DJ Pagliari, F Conti, L Lamberti, E Macii, L Benini, ... 2021 58th ACM/IEEE Design Automation Conference (DAC), 1015-1020, 2021 | 17 | 2021 |
Plinio: a user-friendly library of gradient-based methods for complexity-aware DNN optimization DJ Pagliari, M Risso, BA Motetti, A Burrello 2023 Forum on Specification & Design Languages (FDL), 1-8, 2023 | 9 | 2023 |
Channel-wise mixed-precision assignment for dnn inference on constrained edge nodes M Risso, A Burrello, L Benini, E Macii, M Poncino, DJ Pagliari 2022 IEEE 13th International Green and Sustainable Computing Conference …, 2022 | 8 | 2022 |
Enhancing neural architecture search with multiple hardware constraints for deep learning model deployment on tiny iot devices A Burrello, M Risso, BA Motetti, E Macii, L Benini, DJ Pagliari IEEE Transactions on Emerging Topics in Computing, 2023 | 7 | 2023 |
Deep neural network architecture search for accurate visual pose estimation aboard nano-uavs E Cereda, L Crupi, M Risso, A Burrello, L Benini, A Giusti, DJ Pagliari, ... 2023 IEEE International Conference on Robotics and Automation (ICRA), 6065-6071, 2023 | 6 | 2023 |
Designing Logic Tensor Networks for Visual Sudoku Puzzle Classification. L Morra, A Azzari, L Bergamasco, M Braga, L Capogrosso, F Delrio, ... NeSy, 223-232, 2023 | 4 | 2023 |
Multi-complexity-loss dnas for energy-efficient and memory-constrained deep neural networks M Risso, A Burrello, L Benini, E Macii, M Poncino, D Jahier Pagliari Proceedings of the ACM/IEEE International Symposium on Low Power Electronics …, 2022 | 4 | 2022 |
Energy-efficient wearable-to-mobile offload of ML inference for PPG-based heart-rate estimation A Burrello, M Risso, N Tomasello, Y Chen, L Benini, E Macii, M Poncino, ... 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2023 | 3 | 2023 |
Adaptive deep learning for efficient visual pose estimation aboard ultra-low-power nano-drones BA Motetti, L Crupi, MOME Elshaigi, M Risso, DJ Pagliari, D Palossi, ... 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2024 | 2 | 2024 |
Precision-aware latency and energy balancing on multi-accelerator platforms for dnn inference M Risso, A Burrello, GM Sarda, L Benini, E Macii, M Poncino, M Verhelst, ... 2023 IEEE/ACM International Symposium on Low Power Electronics and Design …, 2023 | 2 | 2023 |
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks BA Motetti, M Risso, A Burrello, E Macii, M Poncino, DJ Pagliari IEEE Transactions on Computers, 2024 | | 2024 |
Integrating SystemC-AMS Power Modeling with a RISC-V ISS for Virtual Prototyping of Battery-operated Embedded Devices MA Hamdi, G Pollo, M Risso, G Haugou, A Burrello, E Macii, M Poncino, ... Proceedings of the 21st ACM International Conference on Computing Frontiers …, 2024 | | 2024 |
AMBEATion: Analog Mixed-Signal Back-End Design Automation with Machine Learning and Artificial Intelligence Techniques GE Aliffi, J Baixinho, D Barri, F Daghero, N Di Carolo, G Faraone, ... 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 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, ... 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2024 | | 2024 |
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 |
Neural Architecture Search Techniques for the Optimized Deployment of Temporal Convolutional Networks at the Edge M Risso Politecnico di Torino, 2021 | | 2021 |