Archivio Istituzionale della RicercaBURRELLO, ALESSIO
BURRELLO, ALESSIO
Dipartimento Interateneo di Scienze, Progetto e Politiche del Territorio
036284
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference
In corso di stampa Risso, Matteo; Burrello, Alessio; Maria Sarda, Giuseppe; Benini, Luca; Macii, Enrico; Poncino, Massimo; Verhelst, Marian; JAHIER PAGLIARI, Daniele
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
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
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
Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices
2023 Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele
Feature-Level Cross-Attentional PPG and Motion Signal Fusion for Heart Rate Estimation
2023 Kasnesis, P.; Toumanidis, L.; Burrello, A.; Chatzigeorgiou, C.; Patrikakis, C. Z.
Identification of a serum and urine extracellular vesicle signature predicting renal outcome after kidney transplant
2023 Burrello, Jacopo; Monticone, Silvia; Burrello, Alessio; Bolis, Sara; Cristalli, Carlotta Pia; Comai, Giorgia; Corradetti, Valeria; Grange, Cristina; Orlando, Giuseppe; Bonafè, Massimiliano; La Manna, Gaetano; Barile, Lucio; Bussolati, Benedetta
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge
2023 Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
PLiNIO: A User-Friendly Library of Gradient-based Methods for Complexity-aware DNN Optimization
2023 Jahier Pagliari, Daniele; Risso, Matteo; Motetti, Beatrice; Burrello, Alessio
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
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.; Bianco Morghet, F.; Scherer, M.; Benatti, S.; Benini, L.; Macii, E.; Poncino, M.; Jahier Pagliari, D.
Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes
2022 Risso, M.; Burrello, A.; Benini, L.; Macii, E.; Poncino, M.; Jahier Pagliari, D.
EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices
2022 Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Scherer, Moritz; Scrugli, Matteo Antonio; Meloni, Paolo; Benini, Luca
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring
2022 Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone
Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring
2022 Moallemi, Amirhossein; Burrello, Alessio; Brunelli, Davide; Benini, Luca
Fully Onboard AI-Powered Human-Drone Pose Estimation on Ultralow-Power Autonomous Flying Nano-UAVs
2022 Palossi, D; Zimmerman, N; Burrello, A; Conti, F; Muller, H; Gambardella, Lm; Benini, L; Giusti, A; Guzzi, J
Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks
2022 Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference / Risso, Matteo; Burrello, Alessio; Maria Sarda, Giuseppe; Benini, Luca; Macii, Enrico; Poncino, Massimo; Verhelst, Marian; JAHIER PAGLIARI, Daniele. - ELETTRONICO. - (In corso di stampa). (Intervento presentato al convegno ACM/IEEE International Symposium on Low Power Electronics and Design). | In corso di stampa | Matteo RissoAlessio BurrelloLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | ISLPED23___ODiMO__arXiv_.pdf; 135_Final_Manuscript (1).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 |
| 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). (Intervento presentato al convegno Computing Frontiers Open-Source Hardware Workshop). | 1-gen-2024 | Mohamed Amine HamdiGiovanni PolloMatteo RissoAlessio BurrelloEnrico MaciiMassimo PoncinoSara VincoDaniele Jahier Pagliari + | 2404.01861.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 |
| 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. - (2023), pp. 1-15. [10.1109/TETC.2023.3322033] | 1-gen-2023 | 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 |
| Feature-Level Cross-Attentional PPG and Motion Signal Fusion for Heart Rate Estimation / Kasnesis, P.; Toumanidis, L.; Burrello, A.; Chatzigeorgiou, C.; Patrikakis, C. Z.. - (2023). (Intervento presentato al convegno IEEE COMPSAC) [10.48550/arXiv.2210.11415]. | 1-gen-2023 | Burrello, A. + | 2210.11415.pdf |
| Identification of a serum and urine extracellular vesicle signature predicting renal outcome after kidney transplant / Burrello, Jacopo; Monticone, Silvia; Burrello, Alessio; Bolis, Sara; Cristalli, Carlotta Pia; Comai, Giorgia; Corradetti, Valeria; Grange, Cristina; Orlando, Giuseppe; Bonafè, Massimiliano; La Manna, Gaetano; Barile, Lucio; Bussolati, Benedetta. - In: NEPHROLOGY DIALYSIS TRANSPLANTATION. - ISSN 0931-0509. - 38:3(2023), pp. 764-777. [10.1093/ndt/gfac259] | 1-gen-2023 | Burrello, Alessio + | 20 - post.pdf; 20 - pre.pdf |
| 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. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 72:3(2023), pp. 744-758. [10.1109/TC.2022.3177955] | 1-gen-2023 | Matteo RissoAlessio BurrelloYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | pit_journal.pdf; Lightweight_Neural_Architecture_Search_for_Temporal_Convolutional_Networks_at_the_Edge.pdf |
| PLiNIO: A User-Friendly Library of Gradient-based Methods for Complexity-aware DNN Optimization / Jahier Pagliari, Daniele; Risso, Matteo; Motetti, Beatrice; Burrello, Alessio. - ELETTRONICO. - (2023), pp. 1-8. (Intervento presentato al convegno Forum for Specification and Design Languages (FDL) tenutosi a Turin (Italy) nel September 13-15, 2023) [10.1109/FDL59689.2023.10272045]. | 1-gen-2023 | Jahier Pagliari, DanieleRisso, MatteoMotetti, BeatriceBurrello, Alessio | 2307.09488.pdf; PLiNIO_A_User-Friendly_Library_of_Gradient-Based_Methods_for_Complexity-Aware_DNN_Optimization.pdf |
| 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. - In: SENSORS. - ISSN 1424-8220. - 23:4(2023), pp. 1-21. [10.3390/s23042065] | 1-gen-2023 | CHEN XIEAlessio BurrelloFrancesco DagheroLUCA BENINIANDREA CALIMERAEnrico MACIIMassimo PoncinoDANIELE PAGLIARI | Reducing the Energy Consumption of sEMG-Based-Gesture-Recognition-at-the Edge-Using-Transformers-and-Dynamic-Inference.pdf |
| Adversarially-Trained Tiny Autoencoders for Near-Sensor Continuous Structural Health Monitoring / Burrello, A; Sintoni, G; Brunelli, D; Benini, L. - (2022), pp. 439-442. (Intervento presentato al convegno 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS)) [10.1109/AICAS54282.2022.9869952]. | 1-gen-2022 | Burrello, A + | AICAS_____GANforSHM.pdf |
| Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition / Burrello, A.; Bianco Morghet, F.; Scherer, M.; Benatti, S.; Benini, L.; Macii, E.; Poncino, M.; Jahier Pagliari, D.. - ELETTRONICO. - (2022), pp. 1443-1448. (Intervento presentato al convegno 2022 Design, Automation and Test in Europe Conference and Exhibition, DATE 2022 tenutosi a Antwerp, Belgium nel 2022) [10.23919/DATE54114.2022.9774639]. | 1-gen-2022 | Burrello A.Bianco Morghet F.MacIi E.Poncino M.Jahier Pagliari D. + | DATE22___Bioformer.pdf; Burrello_et_al_2022_Bioformers.pdf |
| Channel-wise Mixed-precision Assignment for DNN Inference on Constrained Edge Nodes / Risso, M.; Burrello, A.; Benini, L.; Macii, E.; Poncino, M.; Jahier Pagliari, D.. - ELETTRONICO. - (2022), pp. 1-6. (Intervento presentato al convegno 13th IEEE International Green and Sustainable Computing Conference, IGSC 2022 tenutosi a Pittsburgh, PA, USA nel 2022) [10.1109/IGSC55832.2022.9969373]. | 1-gen-2022 | Risso M.Burrello A.Macii E.Poncino M.Jahier Pagliari D. + | Multi_precision_NAS__Camera_Ready_.pdf; Risso_et_al_2022_Channel-wise_Mixed-precision_Assignment_for_DNN_Inference_on_Constrained_Edge.pdf |
| EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices / Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Scherer, Moritz; Scrugli, Matteo Antonio; Meloni, Paolo; Benini, Luca. - (2022), pp. 640-644. (Intervento presentato al convegno 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS) tenutosi a Taipei (Taiwan) nel 13-15 October 2022) [10.1109/BioCAS54905.2022.9948637]. | 1-gen-2022 | Burrello, AlessioBenini, Luca + | Transformer_BioCAS_paper-25agosto.pdf; EEGformer_Transformer-Based_Epilepsy_Detection_on_Raw_EEG_Traces_for_Low-Channel-Count_Wearable_Continuous_Monitoring_Devices.pdf |
| Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring / Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone. - In: ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE. - ISSN 2691-1957. - 3:2(2022), pp. 1-25. [10.1145/3487910] | 1-gen-2022 | Alessio BurrelloDaniele Jahier PagliariMatteo RissoMassimo PoncinoLuca Benini + | actppg_journal.pdf; actppg_open.pdf |
| Exploring Scalable, Distributed Real-Time Anomaly Detection for Bridge Health Monitoring / Moallemi, Amirhossein; Burrello, Alessio; Brunelli, Davide; Benini, Luca. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 9:18(2022), pp. 17660-17674. [10.1109/jiot.2022.3157532] | 1-gen-2022 | Alessio Burrello + | 2203.02380.pdf |
| Fully Onboard AI-Powered Human-Drone Pose Estimation on Ultralow-Power Autonomous Flying Nano-UAVs / Palossi, D; Zimmerman, N; Burrello, A; Conti, F; Muller, H; Gambardella, Lm; Benini, L; Giusti, A; Guzzi, J. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 9:3(2022), pp. 1913-1929. [10.1109/JIOT.2021.3091643] | 1-gen-2022 | Burrello, A + | IoTJ_________PULP_Frontnet.pdf |
| Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks / Daghero, Francesco; Burrello, Alessio; Xie, Chen; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - In: ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS. - ISSN 1539-9087. - ELETTRONICO. - 21:4(2022), pp. 1-28. [10.1145/3542819] | 1-gen-2022 | Daghero, FrancescoBurrello, AlessioXie, ChenCalimera, AndreaMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele + | Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks-POSTPRINT.pdf; Human-Activity-Recognition-on-Microcontrollers-with-Quantized-and-Adaptive-Deep-Neural-Networks.pdf |