Burrello, Alessio
- Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power\n Autonomous Flying Nano-UAVs
2021/03/19 by Daniele Palossi, Palossi, Daniele, Nicky Zimmerman +15 · 3 citations
Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Electrical engineering #Robotic Path Planning Algorithms #Robotics (cs.RO) #Robotics and Sensor-Based Localization #Systems and Control (eess.SY) #electronic engineering #information engineering
- Embedding Temporal Convolutional Networks for Energy-Efficient PPG-Based Heart Rate Monitoring
2022/03/01 by Alessio Burrello, Daniele Jahier Pagliari, Burrello, Alessio +15 · 2 citations
Engineering · Medicine · #FOS: Computer and information sciences #FOS: Electrical engineering #Heart Rate Variability and Autonomic Control #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Non-Invasive Vital Sign Monitoring #Obstructive Sleep Apnea Research #Signal Processing (eess.SP) #electronic engineering #information engineering
- Deeploy: Enabling Energy-Efficient Deployment of Small Language Models On Heterogeneous Microcontrollers
2024/08/08 by Moritz Scherer, Scherer, Moritz, Luka Macan +13 · 2 citations
Computer Science · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Network Packet Processing and Optimization #Parallel Computing and Optimization Techniques #Topic Modeling
- One-shot Learning for iEEG Seizure Detection Using End-to-end Binary\n Operations: Local Binary Patterns with Hyperdimensional Computing
2018/09/06 by Alessio Burrello, Kaspar Schindler, Burrello, Alessio +5 · 1 citation
Engineering · Computer Science · #Ferroelectric and Negative Capacitance Devices #Advanced Memory and Neural Computing #Neural Networks and Reservoir Computing
- Adaptive Deep Learning for Efficient Visual Pose Estimation aboard Ultra-low-power Nano-drones
2024/01/26 by Motetti, Beatrice Alessandra, Crupi, Luca, Elshaigi, Mustafa Omer Mohammed Elamin +4 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Performance evaluation of acceleration of convolutional layers on OpenEdgeCGRA
2024/03/02 by Carpentieri, Nicolò, Sapriza, Juan, Schiavone, Davide +4 · 1 citation
#FOS: Computer and information sciences #Hardware Architecture (cs.AR)
- Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
2024/04/03 by Victor J. B. Jung, Jung, Victor J. B., Alessio Burrello +7 · 1 citation
Engineering · #Advanced Antenna and Metasurface Technologies #Advanced Materials and Mechanics #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Modular Robots and Swarm Intelligence #Parallel #Performance (cs.PF) #and Cluster Computing (cs.DC)
- Foundation Models for Structural Health Monitoring
2024/04/03 by Benfenati, Luca, Pagliari, Daniele Jahier, Zanatta, Luca +6 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #I.2.1 #I.2.3 #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks
2024/07/01 by Beatrice Alessandra Motetti, Matteo Risso, Motetti, Beatrice Alessandra +9 · 1 citation
Computer Science · #Advanced Image Processing Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Speech and Audio Processing
- ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal\n Convolutional Network
2021/03/25 by Thorir Mar Ingolfsson, Xiaying Wang, Ingolfsson, Thorir Mar +9 · 1 citation
Engineering · Medicine · Neuroscience · #Artificial Intelligence (cs.AI) #ECG Monitoring and Analysis #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences #Machine Learning (cs.LG) #Non-Invasive Vital Sign Monitoring
- Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables
2024/09/03 by Alessio Burrello, Francesco Carlucci, Burrello, Alessio +13 · 1 citation
Engineering · #Advanced Sensor and Energy Harvesting Materials #Non-Invasive Vital Sign Monitoring
- EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation
2024/12/20 by Benfenati, Luca, Belloni, Sofia, Burrello, Alessio +6 · 1 citation
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Optimizing Foundation Model Inference on a Many-tiny-core Open-source RISC-V Platform
2024/05/29 by Potocnik, Viviane, Colagrande, Luca, Fischer, Tim +4 · 1 citation
#Artificial Intelligence (cs.AI) #C.3 #C.4 #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #I.2 #Parallel #and Cluster Computing (cs.DC)
- MATCH: Model-Aware TVM-based Compilation for Heterogeneous Edge Devices
2024/10/11 by Mohamed Amine Hamdi, Hamdi, Mohamed Amine, Francesco Daghero +15 · 1 citation
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #D.1.3 #Distributed #Embedded Systems Design Techniques #FOS: Computer and information sciences #I.2.2 #Parallel #Parallel Computing and Optimization Techniques #Simulation Techniques and Applications #and Cluster Computing (cs.DC)