Lightweight Software Kernels and Hardware Extensions for Efficient Sparse Deep Neural Networks on Microcontrollers

Authors: Daghero, Francesco, Pagliari, Daniele Jahier, Conti, Francesco, Benini, Luca, Poncino, Massimo, Burrello, Alessio

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Performance

Access URL: http://arxiv.org/abs/2503.06183

Machine Learning-based feasibility estimation of digital blocks in BCD technology

Authors: Daghero, Francesco, Faraone, Gabriele, Grosso, Michelangelo, Pagliari, Daniele Jahier, Di Carolo, Nicola, Franchino, Giovanna Antonella, Licastro, Dario, Serianni, Eugenio

Source: 2024 IEEE International Conference on Design, Test and Technology of Integrated Systems (DTTIS) Design, Test and Technology of Integrated Systems (DTTIS), 2024 IEEE International Conference on. :1-6 Oct, 2024

Relation: 2024 IEEE International Conference on Design, Test and Technology of Integrated Systems (DTTIS)

AMBEATion: New Algorithm for Generation IC Matched Structures with Respecting Linear and Non-linear Gradient Parameter Effects

Authors: Barri, Dalibor, Vacula, Patrik, Kote, Vlastimil, Nemazal, Jan, Vacula, Milos, Pagliari, Daniele Jahier, Daghero, Francesco, Risso, Matteo, Xie, Chen, Grosso, Michelangelo

Source: 2024 International Conference on Applied Electronics (AE) Applied Electronics (AE), 2024 International Conference on. :1-4 Sep, 2024

Relation: 2024 International Conference on Applied Electronics (AE)

HW-SW Optimization of DNNs for Privacy-Preserving People Counting on Low-Resolution Infrared Arrays

Authors: Risso, Matteo, Xie, Chen, Daghero, Francesco, Burrello, Alessio, Mollaei, Seyedmorteza, Castellano, Marco, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

Source: 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) Design, Automation & Test in Europe Conference & Exhibition (DATE), 2024. :1-6 Mar, 2024

Relation: 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)

AMBEATion: Analog Mixed-Signal Back-End Design Automation with Machine Learning and Artificial Intelligence Techniques

Authors: Aliffi, Giulia Elena, Baixinho, Joao, Barri, Dalibor, Daghero, Francesco, Di Carolo, Nicola, Faraone, Gabriele, Grosso, Michelangelo, Pagliari, Daniele Jahier, Jakovenko, Jiri, Janicek, Vladimir, Licastro, Dario, Melikyan, Vazgen, Risso, Matteo, Romano, Vittorio, Serianni, Eugenio, Stastny, Martin, Vacula, Patrik, Vitanza, Giorgia, Xie, Chen

Source: 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE) Design, Automation & Test in Europe Conference & Exhibition (DATE), 2024. :1-6 Mar, 2024

Relation: 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)

MATCH: Model-Aware TVM-based Compilation for Heterogeneous Edge Devices

Authors: Hamdi, Mohamed Amine, Daghero, Francesco, Sarda, Giuseppe Maria, Van Delm, Josse, Symons, Arne, Benini, Luca, Verhelst, Marian, Pagliari, Daniele Jahier, Burrello, Alessio

Subject Terms: Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Artificial Intelligence, I.2.2, D.1.3

Access URL: http://arxiv.org/abs/2410.08855

Machine Learning-based feasibility estimation of digital blocks in BCD technology

Authors: Faraone, Gabriele, Daghero, Francesco, Serianni, Eugenio, Licastro, Dario, Di Carolo, Nicola, Grosso, Michelangelo, Franchino, Giovanna Antonella, Pagliari, Daniele Jahier

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.07989

Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices

Authors: Daghero, Francesco, Burrello, Alessio, Poncino, Massimo, Macii, Enrico, Pagliari, Daniele Jahier

Subject Terms: Computer Science - Machine Learning, Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2406.12478

Model-Driven Dataset Generation for Data-Driven Battery SOH Models

Authors: Sidahmed Alamin, Khaled Sidahmed, Daghero, Francesco, Pollo, Giovanni, Pagliari, Daniele Jahier, Chen, Yukai, Macii, Enrico, Poncino, Massimo, Vinco, Sara

Source: 2023 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED) Low Power Electronics and Design (ISLPED), 2023 IEEE/ACM International Symposium on. :1-6 Aug, 2023

Relation: 2023 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED)

Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones

Authors: Risso, Matteo, Daghero, Francesco, Motetti, Beatrice Alessandra, Pagliari, Daniele Jahier, Macii, Enrico, Poncino, Massimo, Burrello, Alessio

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2402.15273

Two-stage Human Activity Recognition on Microcontrollers with Decision Trees and CNNs

Authors: Daghero, Francesco, Pagliari, Daniele Jahier, Poncino, Massimo

Source: 2022 17th Conference on Ph.D Research in Microelectronics and Electronics (PRIME) Ph.D Research in Microelectronics and Electronics (PRIME), 2022 17th Conference on. :173-176 Jun, 2022

Relation: 2022 17th Conference on Ph.D Research in Microelectronics and Electronics (PRIME)

Privacy-preserving Social Distance Monitoring on Microcontrollers with Low-Resolution Infrared Sensors and CNNs

Authors: Xie, Chen, Daghero, Francesco, Chen, Yukai, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

Source: 2022 IEEE International Symposium on Circuits and Systems (ISCAS) Circuits and Systems (ISCAS), 2022 IEEE International Symposium on. :1332-1336 May, 2022

Relation: 2022 IEEE International Symposium on Circuits and Systems (ISCAS)

Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes

Authors: Daghero, Francesco, Burrello, Alessio, Macii, Enrico, Montuschi, Paolo, Poncino, Massimo, Pagliari, Daniele Jahier

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2306.09789

Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays

Authors: Xie, Chen, Daghero, Francesco, Chen, Yukai, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2304.06059

Adaptive Random Forests for Energy-Efficient Inference on Microcontrollers

Authors: Daghero, Francesco, Burrello, Alessio, Xie, Chen, Benini, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

Source: 2021 IFIP/IEEE 29th International Conference on Very Large Scale Integration (VLSI-SoC) Very Large Scale Integration (VLSI-SoC), 2021 IFIP/IEEE 29th International Conference on. :1-6 Oct, 2021

Relation: 2021 IFIP/IEEE 29th International Conference on Very Large Scale Integration (VLSI-SoC)

Energy-Efficient Adaptive Machine Learning on IoT End-Nodes With Class-Dependent Confidence

Authors: Daghero, Francesco, Burrello, Alessio, Pagliari, Daniele Jahier, Benini, Luca, Macii, Enrico, Poncino, Massimo

Source: 2020 27th IEEE International Conference on Electronics, Circuits and Systems (ICECS) Electronics, Circuits and Systems (ICECS), 2020 27th IEEE International Conference on. :1-4 Nov, 2020

Relation: 2020 27th IEEE International Conference on Electronics, Circuits and Systems (ICECS)

Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks

Authors: Daghero, Francesco, Burrello, Alessio, Xie, Chen, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

Source: ACM Transactions on Embededded Computing Systems, Vol 21, Issue 4, Article 46 (July 2022), 28 pages

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2209.00839

Ultra-compact Binary Neural Networks for Human Activity Recognition on RISC-V Processors

Authors: Daghero, Francesco, Xie, Chen, Pagliari, Daniele Jahier, Burrello, Alessio, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo

Source: 18th ACM International Conference on Computing Frontiers (CF), 2021, pp. 3-11

Subject Terms: Computer Science - Machine Learning, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2205.12781

Model-Driven Dataset Generation for Data-Driven Battery SOH Models
IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED)

Authors: Alamin, Khaled Sidahmed Sidahmed, Daghero, Francesco, Pollo, Giovanni, Pagliari, Daniele Jahier, Chen, Yukai, Macii, Enrico, Poncino, Massimo, Vinco, Sara

Source: International Symposium on Low Power Electronics and Design. :195-200

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCCN608443483&indx=1&recIds=ETOCCN608443483

Low-Overhead Early-Stopping Policies for Efficient Random Forests Inference on Microcontrollers
29th International conference on very large scale integration

Authors: Daghero, Francesco, Burrello, Alessio, Xie, Chen, Benini, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

Source: International Federation for Information Processing -Publications- IFIP. 661:25-48

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCCN607867729&indx=1&recIds=ETOCCN607867729