BURRELLO, ALESSIO
BURRELLO, ALESSIO
CENTRO INTERDIPARTIMENTALE ALMA MATER RESEARCH INSTITUTE FOR HUMAN-CENTERED ARTIFICIAL INTELLIGENCE - (ALMA AI)
Collaboratori
Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow
2025 Wiese, Philip; İslamoğlu, Gamze; Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Burrello, Alessio; Conti, Francesco; Benini, Luca
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers
2024 Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; Burrello, Alessio; Conti, Francesco; Benini, Luca
Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables
2024 Burrello, Alessio; Carlucci, Francesco; Pollo, Giovanni; Wang, Xiaying; Poncino, Massimo; Macii, Enrico; Benini, Luca; Pagliari, Daniele Jahier
Optimizing Foundation Model Inference on a Many-Tiny-Core Open-Source RISC-V Platform
2024 Potocnik, Viviane; Colagrande, Luca; Fischer, Tim; Bertaccini, Luca; Pagliari, Daniele Jahier; Burrello, Alessio; Benini, Luca
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs
2024 Busia, P.; Cossettini, A.; Ingolfsson, T. M.; Benatti, S.; Burrello, A.; Jung, V. J. B.; Scherer, M.; Scrugli, M. A.; Bernini, A.; Ducouret, P.; Ryvlin, P.; Meloni, P.; Benini, L.
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 Burrello, Alessio; Jahier Pagliari, Daniele; Rapa, PIERANGELO MARIA; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow | Wiese, Philip; İslamoğlu, Gamze; Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Burrello, Ale... espandi | 2025-01-01 | IEEE DESIGN & TEST | - | 1.01 Articolo in rivista | - |
| Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers | Scherer, Moritz; Macan, Luka; Jung, Victor J. B.; Wiese, Philip; Bompani, Luca; Burrello, Alessio... espandi | 2024-01-01 | IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS | - | 1.01 Articolo in rivista | - |
| Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables | Burrello, Alessio; Carlucci, Francesco; Pollo, Giovanni; Wang, Xiaying; Poncino, Massimo; Macii, ... espandi | 2024-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Optimizing Foundation Model Inference on a Many-Tiny-Core Open-Source RISC-V Platform | Potocnik, Viviane; Colagrande, Luca; Fischer, Tim; Bertaccini, Luca; Pagliari, Daniele Jahier; Bu... espandi | 2024-01-01 | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR ARTIFICIAL INTELLIGENCE | - | 1.01 Articolo in rivista | - |
| Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs | Busia, P.; Cossettini, A.; Ingolfsson, T. M.; Benatti, S.; Burrello, A.; Jung, V. J. B.; Scherer,... espandi | 2024-01-01 | IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS | - | 1.01 Articolo in rivista | Reducing_False_Alarms_in_Wearable_Seizure_Detection_With_EEGformer_A_Compact_Transformer_Model_for_MCUs.pdf |
| 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... espandi | 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... espandi | 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... espandi | 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... espandi | 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... espandi | 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; ... espandi | 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... espandi | 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... espandi | 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... espandi | 2022-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring | Burrello, Alessio; Jahier Pagliari, Daniele; Rapa, PIERANGELO MARIA; Semilia, Matilde; Risso, Mat... espandi | 2022-01-01 | ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE | - | 1.01 Articolo in rivista | ACMHealth___PPGAdaptive.pdf |