BURRELLO, ALESSIO
BURRELLO, ALESSIO
CENTRO INTERDIPARTIMENTALE ALMA MATER RESEARCH INSTITUTE FOR HUMAN-CENTERED ARTIFICIAL INTELLIGENCE - (ALMA AI)
Collaboratori
A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks
2023 Nadalini, A; Rutishauser, G; Burrello, A; Bruschi, N; Garofalo, A; Benini, L; Conti, F; Rossi, D
A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes
2023 Altomare, Claudia; Bartolucci, Chiara; Sala, Luca; Balbi, Carolina; Burrello, Jacopo; Pietrogiovanna, Nicole; Burrello, Alessio; Bolis, Sara; Panella, Stefano; Arici, Martina; Krause, Rolf; Rocchetti, Marcella; Severi, Stefano; Barile, Lucio
Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs
2023 Cereda, E.; Crupi, L.; Risso, M.; Burrello, A.; Benini, L.; Giusti, A.; Jahier Pagliari, D.; Palossi, D.
Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation
2023 Burrello, Alessio; Risso, Matteo; Tomasello, Noemi; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier
ExaMon-X: a Predictive Maintenance Framework for Automatic Monitoring in Industrial IoT Systems
2023 Borghesi, Andrea; Burrello, Alessio; Bartolini, Andrea
HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms
2023 Van Delm, J; Vandersteegenl, M; Burrello, A; Sarda, GM; Conti, F; Pagliari, DJ; Benini, L; Verhelst, M
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference
2023 Risso, Matteo; Burrello, Alessio; Sarda, Giuseppe Maria; Benini, Luca; Macii, Enrico; Poncino, Massimo; Verhelst, Marian; Pagliari, Daniele Jahier
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
2023 Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
RISC-V Processor Technologies for Aerospace Applications in the ISOLDE Project
2023 Fornaciari, William; Reghenzani, Federico; Agosta, Giovanni; Zoni, Davide; Galimberti, Andrea; Conti, Francesco; Tortorella, Yvan; Parisi, Emanuele; Barchi, Francesco; Bartolini, Andrea; Acquaviva, Andrea; Gregori, Daniele; Cognetta, Salvatore; Ciancarelli, Carlo; Leboffe, Antonio; Serri, Paolo; Burrello, Alessio; Pagliari, Daniele Jahier; Urgese, Gianvito; Martina, Maurizio; Masera, Guido; Di Carlo, Rosario; Sciarappa, Antonio
UNSUPERVISED VEHICLE CLASSIFICATION USING A STRUCTURAL HEALTH MONITORING SYSTEM
2023 MOALLEMI, AMIRHOSSEIN; ZANATTA, LUCA; BURRELLO, ALESSIO; SALVARO, MATTIA; LONGO, MONICA; DARO, PAOLA; BARCHI, FRANCESCO; BRUNELLI, DAVIDE; BENINI, LUCA; ACQUAVIVA, ANDREA
WIP: Automatic DNN Deployment on Heterogeneous Platforms: The GAP9 Case Study
2023 Macan L.; Burrello A.; Benini L.; Conti F.
Adversarially-Trained Tiny Autoencoders for Near-Sensor Continuous Structural Health Monitoring
2022 Burrello, A; Sintoni, G; Brunelli, D; Benini, L
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition
2022 Burrello, A; Morghet, FB; Scherer, M; Benatti, S; Benini, L; Maciii, E; Poncinot, M; Pagliarit, DJ
Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes
2022 Risso, Matteo; Burrello, Alessio; Benini, Luca; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring
2022 Alessio Burrello; Daniele Jahier Pagliari; Pierangelo Maria Rapa; Matilde Semilia; Matteo Risso; Tommaso Polonelli; Massimo Poncino; Luca Benini; Simone Benatti
Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring
2022 Amirhossein Moallemi; Alessio Burrello; Davide Brunelli; Luca Benini
Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs
2022 Palossi D.; Zimmerman N.; Burrello A.; Conti F.; Muller H.; Gambardella L.M.; Benini L.; Giusti A.; Guzzi J.
Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks
2022 Daghero, F; Burrello, A; Xie, C; Castellano, M; Gandolfi, L; Calimera, A; Macii, E; Poncino, M; Pagliari, DJ
Improving PPG-based Heart-Rate Monitoring with Synthetically Generated Data
2022 Burrello, Alessio; Pagliari, Daniele Jahier; Bianco, Marzia; Macii, Enrico; Benini, Luca; Poncino, Massimo; Benatti, Simone
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge
2022 Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks | Nadalini, A; Rutishauser, G; Burrello, A; Bruschi, N; Garofalo, A; Benini, L; Conti, F; Rossi, D | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | a 3 tops w risc post print .pdf |
| A dynamic clamping approach using in silico IK1 current for discrimination of chamber-specific hiPSC-derived cardiomyocytes | Altomare, Claudia; Bartolucci, Chiara; Sala, Luca; Balbi, Carolina; Burrello, Jacopo; Pietrogiova...nna, Nicole; Burrello, Alessio; Bolis, Sara; Panella, Stefano; Arici, Martina; Krause, Rolf; Rocchetti, Marcella; Severi, Stefano; Barile, Lucio | 2023-01-01 | COMMUNICATIONS BIOLOGY | - | 1.01 Articolo in rivista | 2023CommBiol_Altomare.pdf |
| Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs | Cereda, E.; Crupi, L.; Risso, M.; Burrello, A.; Benini, L.; Giusti, A.; Jahier Pagliari, D.; Palo...ssi, D. | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Energy-efficient Wearable-to-Mobile Offload of ML Inference for PPG-based Heart-Rate Estimation | Burrello, Alessio; Risso, Matteo; Tomasello, Noemi; Chen, Yukai; Benini, Luca; Macii, Enrico; Pon...cino, Massimo; Pagliari, Daniele Jahier | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| ExaMon-X: a Predictive Maintenance Framework for Automatic Monitoring in Industrial IoT Systems | Borghesi, Andrea; Burrello, Alessio; Bartolini, Andrea | 2023-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | postPrintVersion_plus_editorialReference.pdf |
| HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms | Van Delm, J; Vandersteegenl, M; Burrello, A; Sarda, GM; Conti, F; Pagliari, DJ; Benini, L; Verhel...st, M | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference | Risso, Matteo; Burrello, Alessio; Sarda, Giuseppe Maria; Benini, Luca; Macii, Enrico; Poncino, Ma...ssimo; Verhelst, Marian; Pagliari, Daniele Jahier | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference | Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; ...Poncino, Massimo; Jahier Pagliari, Daniele | 2023-01-01 | SENSORS | - | 1.01 Articolo in rivista | Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference.pdf |
| RISC-V Processor Technologies for Aerospace Applications in the ISOLDE Project | Fornaciari, William; Reghenzani, Federico; Agosta, Giovanni; Zoni, Davide; Galimberti, Andrea; Co...nti, Francesco; Tortorella, Yvan; Parisi, Emanuele; Barchi, Francesco; Bartolini, Andrea; Acquaviva, Andrea; Gregori, Daniele; Cognetta, Salvatore; Ciancarelli, Carlo; Leboffe, Antonio; Serri, Paolo; Burrello, Alessio; Pagliari, Daniele Jahier; Urgese, Gianvito; Martina, Maurizio; Masera, Guido; Di Carlo, Rosario; Sciarappa, Antonio | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| UNSUPERVISED VEHICLE CLASSIFICATION USING A STRUCTURAL HEALTH MONITORING SYSTEM | MOALLEMI, AMIRHOSSEIN; ZANATTA, LUCA; BURRELLO, ALESSIO; SALVARO, MATTIA; LONGO, MONICA; DARO, PA...OLA; BARCHI, FRANCESCO; BRUNELLI, DAVIDE; BENINI, LUCA; ACQUAVIVA, ANDREA | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| WIP: Automatic DNN Deployment on Heterogeneous Platforms: The GAP9 Case Study | Macan L.; Burrello A.; Benini L.; Conti F. | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Adversarially-Trained Tiny Autoencoders for Near-Sensor Continuous Structural Health Monitoring | Burrello, A; Sintoni, G; Brunelli, D; Benini, L | 2022-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | adversarially trained post print.pdf |
| Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition | Burrello, A; Morghet, FB; Scherer, M; Benatti, S; Benini, L; Maciii, E; Poncinot, M; Pagliarit, DJ | 2022-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | bioformers embedding transformers post print.pdf |
| Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes | Risso, Matteo; Burrello, Alessio; Benini, Luca; Macii, Enrico; Poncino, Massimo; Pagliari, Daniel...e Jahier | 2022-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring | Alessio Burrello; Daniele Jahier Pagliari; Pierangelo Maria Rapa; Matilde Semilia; Matteo Risso; ...Tommaso Polonelli; Massimo Poncino; Luca Benini; Simone Benatti | 2022-01-01 | ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE | - | 1.01 Articolo in rivista | - |
| Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring | Amirhossein Moallemi; Alessio Burrello; Davide Brunelli; Luca Benini | 2022-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | exploring scalable post print.pdf |
| Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs | Palossi D.; Zimmerman N.; Burrello A.; Conti F.; Muller H.; Gambardella L.M.; Benini L.; Giusti A....; Guzzi J. | 2022-01-01 | IEEE INTERNET OF THINGS JOURNAL | - | 1.01 Articolo in rivista | IoTJ_2021____PULP_Frontnet_reduced.pdf |
| Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks | Daghero, F; Burrello, A; Xie, C; Castellano, M; Gandolfi, L; Calimera, A; Macii, E; Poncino, M; P...agliari, DJ | 2022-01-01 | ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS | - | 1.01 Articolo in rivista | 3542819.pdf |
| Improving PPG-based Heart-Rate Monitoring with Synthetically Generated Data | Burrello, Alessio; Pagliari, Daniele Jahier; Bianco, Marzia; Macii, Enrico; Benini, Luca; Poncino..., Massimo; Benatti, Simone | 2022-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge | Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca;... Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele | 2022-01-01 | IEEE TRANSACTIONS ON COMPUTERS | - | 1.01 Articolo in rivista | neural architecture search post print.pdf |