Alessio Burrello
Università degli Studi di Bologna
H-index: 22
Europe-Italy
Top articles of Alessio Burrello
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Adaptive Deep Learning for Efficient Visual Pose Estimation aboard Ultra-low-power Nano-drones | arXiv preprint arXiv:2401.15236 | Beatrice Alessandra Motetti Luca Crupi Mustafa Omer Mohammed Elamin Elshaigi Matteo Risso Daniele Jahier Pagliari | 2024/1/26 |
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs | arXiv preprint arXiv:2404.02945 | Victor JB Jung Alessio Burrello Moritz Scherer Francesco Conti Luca Benini | 2024/4/3 |
Reducing False Alarms in Wearable Seizure Detection with EEGformer: A Compact Transformer Model for MCUs | IEEE Transactions on Biomedical Circuits and Systems | Paola Busia Andrea Cossettini Thorir M Ingolfsson Simone Benatti Alessio Burrello | 2024/1/23 |
Foundation Models for Structural Health Monitoring | arXiv preprint arXiv:2404.02944 | Luca Benfenati Daniele Jahier Pagliari Luca Zanatta Yhorman Alexander Bedoya Velez Andrea Acquaviva | 2024/4/3 |
Integrating SystemC-AMS Power Modeling with a RISC-V ISS for Virtual Prototyping of Battery-operated Embedded Devices | arXiv preprint arXiv:2404.01861 | Mohamed Amine Hamdi Giovanni Pollo Matteo Risso Germain Haugou Alessio Burrello | 2024/4/2 |
Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones | arXiv preprint arXiv:2402.15273 | Matteo Risso Francesco Daghero Beatrice Alessandra Motetti Daniele Jahier Pagliari Enrico Macii | 2024/2/23 |
HW-SW Optimization of DNNs for Privacy-preserving People Counting on Low-resolution Infrared Arrays | arXiv preprint arXiv:2402.01226 | Matteo Risso Chen Xie Francesco Daghero Alessio Burrello Seyedmorteza Mollaei | 2024/2/2 |
Energy-efficient wearable-to-mobile offload of ML inference for PPG-based heart-rate estimation | Alessio Burrello Matteo Risso Noemi Tomasello Yukai Chen Luca Benini | 2023/4/17 | |
Feature-Level Cross-Attentional PPG and Motion Signal Fusion for Heart Rate Estimation | Panagiotis Kasnesis Lazaros Toumanidis Alessio Burrello Christos Chatzigeorgiou Charalampos Z Patrikakis | 2023/6/26 | |
WIP: Automatic DNN Deployment on Heterogeneous Platforms: the GAP9 Case Study | Luka Macan Alessio Burrello Luca Benini Francesco Conti | 2023/9/17 | |
A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes | Communications Biology | Claudia Altomare Chiara Bartolucci Luca Sala Carolina Balbi Jacopo Burrello | 2023/3/18 |
A 3 tops/w risc-v parallel cluster for inference of fine-grain mixed-precision quantized neural networks | Alessandro Nadalini Georg Rutishauser Alessio Burrello Nazareno Bruschi Angelo Garofalo | 2023/6/20 | |
Plinio: a user-friendly library of gradient-based methods for complexity-aware DNN optimization | Daniele Jahier Pagliari Matteo Risso Beatrice Alessandra Motetti Alessio Burrello | 2023/9/13 | |
Identification of a serum and urine extracellular vesicle signature predicting renal outcome after kidney transplant | Nephrology Dialysis Transplantation | Jacopo Burrello Silvia Monticone Alessio Burrello Sara Bolis Carlotta Pia Cristalli | 2023/3 |
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes | IEEE Internet of Things Journal | Francesco Daghero Alessio Burrello Enrico Macii Paolo Montuschi Massimo Poncino | 2023/6/14 |
Precision-aware latency and energy balancing on multi-accelerator platforms for dnn inference | Matteo Risso Alessio Burrello Giuseppe Maria Sarda Luca Benini Enrico Macii | 2023/8/7 | |
Replacing Attention with Modality-wise Convolution for Energy-Efficient PPG-based Heart Rate Estimation using Knowledge Distillation | Authorea Preprints | Panagiotis Kasnesis Lazaros Toumanidis Daniele Jahier Pagliari Alessio Burrello | 2023/12/7 |
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference | Sensors | Chen Xie Alessio Burrello Francesco Daghero Luca Benini Andrea Calimera | 2023/2/12 |
CARDIOVASCULAR RISK, METABOLIC PROFILE AND INFLAMMATORY FINGERPRINT OF OBESE SUBJECTS UNDERGOING BARIATRIC SURGERY | Journal of Hypertension | Jacopo Burrello Mary Julieth Gonzalez Lorenzo Airale Alessio Burrello Thomas Kostler | 2023/6/1 |
HTVM: Efficient neural network deployment on heterogeneous TinyML platforms | Josse Van Delm Maarten Vandersteegen Alessio Burrello Giuseppe Maria Sarda Francesco Conti | 2023/7/9 |
Co-Authors
