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Matteo Risso
Matteo Risso
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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
352021
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
242022
Robust and energy-efficient ppg-based heart-rate monitoring
M Risso, A Burrello, DJ Pagliari, S Benatti, E Macii, L Benini, M Pontino
2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021
232021
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
202022
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
142021
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
6*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, ...
arXiv preprint arXiv:2303.01931, 2023
62023
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
42022
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
42022
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
22023
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, ...
arXiv preprint arXiv:2306.05060, 2023
22023
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
22023
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, ...
arXiv preprint arXiv:2401.15236, 2024
12024
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
Designing Logic Tensor Networks for Visual Sudoku puzzle classification
L Morra, A Azzari, L Bergamasco, M Braga, L Capogrosso, F Delrio, ...
17th International Workshop on Neural-Symbolic Learning and Reasoning (NeSy …, 2023
2023
Neural Architecture Search Techniques for the Optimized Deployment of Temporal Convolutional Networks at the Edge
M Risso
Politecnico di Torino, 2021
2021
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Articoli 1–17