BURRELLO, ALESSIO
BURRELLO, ALESSIO
Dipartimento di Automatica e Informatica
036284
Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones
In corso di stampa Risso, Matteo; Daghero, Francesco; Motetti, BEATRICE ALESSANDRA; JAHIER PAGLIARI, Daniele; Macii, Enrico; Poncino, Massimo; Burrello, Alessio
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
Adaptive Deep Learning for Efficient Visual Pose Estimation Aboard Ultra-Low-Power Nano-Drones
2024 Motetti, Beatrice Alessandra; Crupi, Luca; Elshaigi, Mustafa Omer Mohammed Elamin; Risso, Matteo; Jahier Pagliari, Daniele; Palossi, Daniele; Burrello, Alessio
Age- and sex-related variations in extracellular vesicle profiling for the assessment of cardiovascular risk: the EVaging index
2024 Burrello, Jacopo; Goi, Jessica; Burrello, Alessio; Vacchi, Elena; Rendon-Angel, Azucena; Lazzarini, Edoardo; Bianco, Giovanni; Limongelli, Vittorio; Vassalli, Giuseppe; Cereda, Carlo W.; Monticone, Silvia; Mulatero, Paolo; Bussolati, Benedetta; Alimonti, Andrea; Camici, Giovanni G.; Melli, Giorgia; Osto, Elena; Pedrazzini, Giovanni; Lucio, Barile
BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring
2024 Benfenati, Luca; Mar Ingolfsson, Thorir; Cossettini, Andrea; Jahier Pagliari, Daniele; Burrello, Alessio; 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
Driving Towards Safety: Online PPG-based Drowsiness Detection with TCNs
2024 Rapa, Pierangelo Maria; Orlandi, Mattia; Amidei, Andrea; Burrello, Alessio; Rabbeni, Roberto; Pavan, Paolo; Benini, Luca; Benatti, Simone
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes
2024 Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices
2024 Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele
HW-SW Optimization of DNNs for Privacy-Preserving People Counting on Low-Resolution Infrared Arrays
2024 Risso, M.; Xie, C.; Daghero, F.; Burrello, A.; Mollaei, S.; Castellano, M.; Macii, E.; Poncino, M.; JAHIER PAGLIARI, Daniele
Integrating SystemC-AMS power modeling with a RISC-V ISS for virtual prototyping of battery-operated embedded devices
2024 Hamdi, MOHAMED AMINE; Pollo, Giovanni; Risso, Matteo; Haugou, Germain; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Vinco, Sara; JAHIER PAGLIARI, Daniele
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks
2024 Motetti, Beatrice Alessandra; Risso, Matteo; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
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; JAHIER PAGLIARI, Daniele
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
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
2024 Jung, Victor J. B.; Burrello, Alessio; Scherer, Moritz; Conti, Francesco; Benini, Luca
Performance evaluation of acceleration of convolutional layers on OpenEdgeCGRA
2024 Carpentieri, Nicolò; Sapriza, Juan; Schiavone, Davide; JAHIER PAGLIARI, Daniele; Atienza, David; Martina, Maurizio; Burrello, Alessio
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs
2024 Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Jung, Victor J. B.; Scherer, Moritz; Scrugli, Matteo A.; Bernini, Adriano; Ducouret, Pauline; Ryvlin, Philippe; Meloni, Paolo; Benini, Luca
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, Elia; Crupi, Luca; Risso, Matteo; Burrello, Alessio; Benini, Luca; Giusti, Alessandro; Jahier Pagliari, Daniele; Palossi, Daniele
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; JAHIER PAGLIARI, Daniele
Citazione | Data di pubblicazione | Autori | File |
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Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones / Risso, Matteo; Daghero, Francesco; Motetti, BEATRICE ALESSANDRA; JAHIER PAGLIARI, Daniele; Macii, Enrico; Poncino, Massimo; Burrello, Alessio. - ELETTRONICO. - (In corso di stampa). (Intervento presentato al convegno ERF 2024 | European Robotics Forum tenutosi a Rimini (IT) nel March, 13 - 15, 2024). | In corso di stampa | Matteo RissoFrancesco DagheroBeatrice Alessandra MotettiDaniele Jahier PagliariEnrico MaciiMassimo PoncinoAlessio Burrello | 2402.15273v1.pdf |
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, Alessio; Conti, Francesco; Benini, Luca. - In: IEEE DESIGN & TEST. - ISSN 2168-2356. - (2025), pp. 1-7. [10.1109/mdat.2025.3527371] | 1-gen-2025 | Burrello, Alessio + | DT_TinyML_Paper__V2_.pdf |
Adaptive Deep Learning for Efficient Visual Pose Estimation Aboard Ultra-Low-Power Nano-Drones / Motetti, Beatrice Alessandra; Crupi, Luca; Elshaigi, Mustafa Omer Mohammed Elamin; Risso, Matteo; Jahier Pagliari, Daniele; Palossi, Daniele; Burrello, Alessio. - ELETTRONICO. - (2024), pp. 1-6. (Intervento presentato al convegno Design, Automation and Test in Europe Conference, 2024 tenutosi a Valencia (ESP) nel 25-27 March 2024) [10.23919/DATE58400.2024.10546577]. | 1-gen-2024 | Motetti, Beatrice AlessandraRisso, MatteoJahier Pagliari, DanieleBurrello, Alessio + | Arxiv_Adaptive_Deep_Learning_for_Efficient_Visual_Pose_Estimation_Aboard_Ultra-Low-Power_Nano-Drones.pdf; IEEE_Xplore_Adaptive_Deep_Learning_for_Efficient_Visual_Pose_Estimation_Aboard_Ultra-Low-Power_Nano-Drones.pdf |
Age- and sex-related variations in extracellular vesicle profiling for the assessment of cardiovascular risk: the EVaging index / Burrello, Jacopo; Goi, Jessica; Burrello, Alessio; Vacchi, Elena; Rendon-Angel, Azucena; Lazzarini, Edoardo; Bianco, Giovanni; Limongelli, Vittorio; Vassalli, Giuseppe; Cereda, Carlo W.; Monticone, Silvia; Mulatero, Paolo; Bussolati, Benedetta; Alimonti, Andrea; Camici, Giovanni G.; Melli, Giorgia; Osto, Elena; Pedrazzini, Giovanni; Lucio, Barile. - In: NPJ AGING. - ISSN 2731-6068. - 10:1(2024), pp. 1-13. [10.1038/s41514-024-00189-7] | 1-gen-2024 | Burrello, Alessio + | s41514-024-00189-7.pdf |
BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring / Benfenati, Luca; Mar Ingolfsson, Thorir; Cossettini, Andrea; Jahier Pagliari, Daniele; Burrello, Alessio; Benini, Luca. - ELETTRONICO. - (2024). (Intervento presentato al convegno 2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) tenutosi a Orlando (USA) nel 15-19 July 2024) [10.1109/EMBC53108.2024.10782289]. | 1-gen-2024 | Benfenati,LucaJahier Pagliari,DanieleBurrello,AlessioBenini,Luca + | Transformer_Seizure_Detection____EMBC_2024_IRIS.pdf; BISeizuRe_BERT-Inspired_Seizure_Data_Representation_to_Improve_Epilepsy_Monitoring.pdf |
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; Conti, Francesco; Benini, Luca. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - 43:11(2024), pp. 4009-4020. [10.1109/tcad.2024.3443718] | 1-gen-2024 | Burrello, Alessio + | 2408.04413v1.pdf; Deeploy_Enabling_Energy-Efficient_Deployment_of_Small_Language_Models_on_Heterogeneous_Microcontrollers.pdf |
Driving Towards Safety: Online PPG-based Drowsiness Detection with TCNs / Rapa, Pierangelo Maria; Orlandi, Mattia; Amidei, Andrea; Burrello, Alessio; Rabbeni, Roberto; Pavan, Paolo; Benini, Luca; Benatti, Simone. - (2024), pp. 124-128. (Intervento presentato al convegno 6th IEEE International Conference on AI Circuits and Systems, AICAS 2024 tenutosi a Abu Dhabi (ARE) nel 22-25 April 2024) [10.1109/aicas59952.2024.10595972]. | 1-gen-2024 | Burrello, Alessio + | AICAS24___Drowsiness.pdf; Driving_Towards_Safety_Online_PPG-based_Drowsiness_Detection_with_TCNs.pdf |
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes / Daghero, Francesco; Burrello, Alessio; Macii, Enrico; Montuschi, Paolo; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 11:1(2024), pp. 742-757. [10.1109/JIOT.2023.3286276] | 1-gen-2024 | Francesco DagheroAlessio BurrelloEnrico MaciiPaolo MontuschiMassimo PoncinoDaniele Jahier Pagliari | dynamic_decision_tree_ensembles_for_energy_efficient_inference_on_iot_edge_nodes_post-print.pdf; Dynamic_Decision_Tree_Ensembles_for_Energy-Efficient_Inference_on_IoT_Edge_Nodes.pdf |
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices / Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele. - In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING. - ISSN 2168-6750. - ELETTRONICO. - 12:3(2024), pp. 780-794. [10.1109/TETC.2023.3322033] | 1-gen-2024 | Alessio BurrelloMatteo RissoBeatrice Alessandra MotettiEnrico MaciiLuca BeniniDaniele Jahier Pagliari | Journal___Multi_Loss__arxiv_.pdf; Enhancing_Neural_Architecture_Search_with_Multiple_Hardware_Constraints_for_Deep_Learning_Model_Deployment_on_Tiny_IoT_Devices.pdf; Enhancing_Neural_Architecture_Search_With_Multiple_Hardware_Constraints_for_Deep_Learning_Model_Deployment_on_Tiny_IoT_Devices.pdf |
HW-SW Optimization of DNNs for Privacy-Preserving People Counting on Low-Resolution Infrared Arrays / Risso, M.; Xie, C.; Daghero, F.; Burrello, A.; Mollaei, S.; Castellano, M.; Macii, E.; Poncino, M.; JAHIER PAGLIARI, Daniele. - ELETTRONICO. - (2024), pp. 1-6. (Intervento presentato al convegno Design, Automation and Test in Europe Conference and Exhibition, DATE 2024 tenutosi a Valencia (ESP) nel 25-27 March 2024). | 1-gen-2024 | Risso M.Xie C.Daghero F.Burrello A.Mollaei S.MacIi E.Poncino M.Daniele Jahier Pagliari + | HW-SW_Optimization_of_DNNs_for_Privacy-Preserving_People_Counting_on_Low-Resolution_Infrared_Arrays.pdf; 2402.01226v1.pdf |
Integrating SystemC-AMS power modeling with a RISC-V ISS for virtual prototyping of battery-operated embedded devices / Hamdi, MOHAMED AMINE; Pollo, Giovanni; Risso, Matteo; Haugou, Germain; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Vinco, Sara; JAHIER PAGLIARI, Daniele. - ELETTRONICO. - (2024), pp. 51-54. (Intervento presentato al convegno Computing Frontiers Open-Source Hardware Workshop tenutosi a Ischia (ITA) nel May 7 - 9, 2024) [10.1145/3637543.3652873]. | 1-gen-2024 | Mohamed Amine HamdiGiovanni PolloMatteo RissoAlessio BurrelloEnrico MaciiMassimo PoncinoSara VincoDaniele Jahier Pagliari + | 2404.01861.pdf; 3637543.3652873.pdf |
Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks / Motetti, Beatrice Alessandra; Risso, Matteo; Burrello, Alessio; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 73:11(2024), pp. 2619-2633. [10.1109/tc.2024.3449084] | 1-gen-2024 | Motetti, Beatrice AlessandraRisso, MatteoBurrello, AlessioMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele | Arxiv_Joint_Pruning_and_Channel-wise_Mixed-Precision_Quantization_for_Efficient_Deep_Neural_Networks.pdf; Joint_Pruning_and_Channel-Wise_Mixed-Precision_Quantization_for_Efficient_Deep_Neural_Networks.pdf |
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, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele. - (2024), pp. 1-5. (Intervento presentato al convegno Biomedical Circuits and Systems Conference (BIOCAS) 2024 tenutosi a Xi'an (CHN) nel 24-26 October 2024) [10.1109/BioCAS61083.2024.10798404]. | 1-gen-2024 | Alessio BurrelloGiovanni PolloMassimo PoncinoEnrico MaciiLuca BeniniDaniele Jahier Pagliari + | PPG_BP_BioCAS2024.pdf; Optimization_and_Deployment_of_Deep_Neural_Networks_for_PPG-based_Blood_Pressure_Estimation_Targeting_Low-power_Wearables.pdf |
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; Burrello, Alessio; Benini, Luca. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR ARTIFICIAL INTELLIGENCE. - ISSN 2996-6647. - 1:1(2024), pp. 37-52. [10.1109/tcasai.2024.3459412] | 1-gen-2024 | Pagliari, Daniele JahierBurrello, Alessio + | TCASAI24___OccamyLLM.pdf; Optimizing_Foundation_Model_Inference_on_a_Many-Tiny-Core_Open-Source_RISC-V_Platform.pdf |
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs / Jung, Victor J. B.; Burrello, Alessio; Scherer, Moritz; Conti, Francesco; Benini, Luca. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - (2024), pp. 1-14. [10.1109/tc.2024.3500360] | 1-gen-2024 | Burrello, Alessio + | TinyFormer_Extension.pdf |
Performance evaluation of acceleration of convolutional layers on OpenEdgeCGRA / Carpentieri, Nicolò; Sapriza, Juan; Schiavone, Davide; JAHIER PAGLIARI, Daniele; Atienza, David; Martina, Maurizio; Burrello, Alessio. - (2024), pp. 67-70. (Intervento presentato al convegno CF '24: 21st ACM International Conference on Computing Frontiers tenutosi a Ischia (ITA) nel May 7 - 9, 2024) [10.1145/3637543.3652875]. | 1-gen-2024 | Daniele Jahier PagliariMaurizio MartinaAlessio Burrello + | 2403.01236v1.pdf; 3637543.3652875.pdf |
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs / Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Jung, Victor J. B.; Scherer, Moritz; Scrugli, Matteo A.; Bernini, Adriano; Ducouret, Pauline; Ryvlin, Philippe; Meloni, Paolo; Benini, Luca. - In: IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS. - ISSN 1932-4545. - 18:3(2024), pp. 608-621. [10.1109/tbcas.2024.3357509] | 1-gen-2024 | Burrello, AlessioBenini, Luca + | Reducing_False_Alarms_in_Wearable_Seizure_Detection_With_EEGformer_A_Compact_Transformer_Model_for_MCUs.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; Pietrogiovanna, Nicole; Burrello, Alessio; Bolis, Sara; Panella, Stefano; Arici, Martina; Krause, Rolf; Rocchetti, Marcella; Severi, Stefano; Barile, Lucio. - In: COMMUNICATIONS BIOLOGY. - ISSN 2399-3642. - 6:1(2023), p. 291. [10.1038/s42003-023-04674-9] | 1-gen-2023 | Sala, LucaBurrello, Alessio + | 2023 - AC - AT vs VT porential - Comm Biol.pdf |
Deep Neural Network Architecture Search for Accurate Visual Pose Estimation aboard Nano-UAVs / Cereda, Elia; Crupi, Luca; Risso, Matteo; Burrello, Alessio; Benini, Luca; Giusti, Alessandro; Jahier Pagliari, Daniele; Palossi, Daniele. - ELETTRONICO. - (2023), pp. 6065-6071. (Intervento presentato al convegno 2023 IEEE International Conference on Robotics and Automation (ICRA) tenutosi a London (UK) nel 29 May 2023 - 02 June 2023) [10.1109/ICRA48891.2023.10160369]. | 1-gen-2023 | Risso, MatteoBurrello, AlessioBenini, LucaJahier Pagliari, Daniele + | 2303.01931.pdf; Deep_Neural_Network_Architecture_Search_for_Accurate_Visual_Pose_Estimation_aboard_Nano-UAVs.pdf |
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; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - ELETTRONICO. - (2023). (Intervento presentato al convegno Design, Automation & Test in Europe Conference & Exhibition (DATE) tenutosi a Antwerp (Belgium) nel 17-19 April 2023) [10.23919/DATE56975.2023.10137129]. | 1-gen-2023 | Alessio BurrelloMatteo RissoYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | Energy-efficient_Wearable-to-Mobile_Offload_of_ML_Inference_for_PPG-based_Heart-Rate_Estimation.pdf; DATE23___PPGCollaborative__arxiv_.pdf |