Alessio Burrello

1. Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power\n Autonomous Flying Nano-UAVs
   2021/03/19 by Daniele Palossi, Nicky Zimmerman, Palossi, Daniele +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
2. Joint Pruning and Channel-Wise Mixed-Precision Quantization for Efficient Deep Neural Networks
   2024/08/23 by Beatrice Alessandra Motetti, Matteo Risso, Alessio Burrello +3 · 2 citations
   Computer Science · #Speech and Audio Processing #Neural Networks and Applications #Image and Signal Denoising Methods
3. Deeploy: Enabling Energy-Efficient Deployment of Small Language Models On Heterogeneous Microcontrollers
   2024/08/08 by Moritz Scherer, Luka Macan, Scherer, Moritz +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
4. Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
   2024/11/18 by Victor J. B. Jung, Victor Jean-Baptiste Jung, Alessio Burrello +3 · 3 citations
   Engineering · #Modular Robots and Swarm Intelligence #Advanced Antenna and Metasurface Technologies #Advanced Materials and Mechanics
5. 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, Burrello, Alessio, Kaspar Schindler +5 · 1 citation
   Engineering · Computer Science · #Ferroelectric and Negative Capacitance Devices #Advanced Memory and Neural Computing #Neural Networks and Reservoir Computing
6. Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
   2024/04/03 by Victor J. B. Jung, Alessio Burrello, Jung, Victor J. B. +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)
7. 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
8. ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal\n Convolutional Network
   2021/03/25 by Thorir Mar Ingolfsson, Ingolfsson, Thorir Mar, Xiaying Wang +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
9. Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables
   2024/09/03 by Alessio Burrello, Burrello, Alessio, Francesco Carlucci +13 · 1 citation
   Engineering · #Advanced Sensor and Energy Harvesting Materials #Non-Invasive Vital Sign Monitoring
10. A Hardware-oriented Approach for Efficient Bayesian Inference Computation and Deployment
    2026/07/20 by Nikola Pižurica, Matteo Risso, Nikola Milović +4
    #cs.AI