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BURRELLO, ALESSIO

BURRELLO, ALESSIO  

Dipartimento di Automatica e Informatica  

036284  

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Risultati 1 - 20 di 92 (tempo di esecuzione: 0.004 secondi).
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MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices / Hamdi, MOHAMED AMINE; Daghero, Francesco; Maria Sarda, Giuseppe; Van Delm, Josse; Symons, Arne; Benini, Luca; Verhelst, Marian; JAHIER PAGLIARI, Daniele; Burrello, Alessio. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - ELETTRONICO. - (In corso di stampa). [10.1109/TCAD.2025.3556967] In corso di stampa Mohamed Amine HamdiFrancesco DagheroLuca BeniniDaniele Jahier PagliariAlessio Burrello + MATCH_TCAD_final.pdf
Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices / Daghero, Francesco; Burrello, Alessio; Poncino, Massimo; Macii, Enrico; Jahier Pagliari, Daniele. - STAMPA. - 15226:(2025), pp. 46-58. (Intervento presentato al convegno 24nd International Conference, SAMOS 2024 tenutosi a Samos (GRC) nel June 29 – July 4, 2024) [10.1007/978-3-031-78377-7_4]. 1-gen-2025 Daghero, FrancescoBurrello, AlessioPoncino, MassimoMacii, EnricoJahier Pagliari, Daniele post-print.pdf; 978-3-031-78377-7_4.pdf
Building Damage Assessment in Conflict Zones: A Deep Learning Approach Using Geospatial Sub-Meter Resolution Data / Risso, Matteo; Goffi, Alessia; Motetti, BEATRICE ALESSANDRA; Burrello, Alessio; Baptiste Bove, Jean; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele; Maffeis, Giuseppe. - ELETTRONICO. - (2025). (Intervento presentato al convegno International Conference on Image Processing, Applications and Systems (IPAS) tenutosi a Lyon (FRA) nel 09-11 January 2025) [10.1109/IPAS63548.2025.10924534]. 1-gen-2025 Matteo RissoBeatrice Alessandra MotettiAlessio BurrelloEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + Building_Damage_Assessment_in_Conflict_Zones_A_Deep_Learning_Approach_Using_Geospatial_Sub-Meter_Resolution_Data.pdf; 2410.04802v1.pdf
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time / Risso, M.; Burrello, A.; Jahier Pagliari, D.. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - ELETTRONICO. - (2025). [10.1109/TCAD.2025.3543715] 1-gen-2025 M. RissoA. BurrelloD. Jahier Pagliari Optimizing_DNN_Inference_on_Multi-Accelerator_SoCs_at_Training-time.pdf; 2409.18566v2.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. - 74:2(2025), pp. 526-541. [10.1109/tc.2024.3500360] 1-gen-2025 Burrello, Alessio + TinyFormer_Extension.pdf; Optimizing_the_Deployment_of_Tiny_TransformersnbsponnbspLow-Power_MCUs.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). [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
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. - 32:(2024), pp. 304-309. (Intervento presentato al convegno ERF 2024 | European Robotics Forum tenutosi a Rimini (IT) nel March, 13 - 15, 2024) [10.1007/978-3-031-76424-0_54]. 1-gen-2024 Matteo RissoFrancesco DagheroBeatrice Alessandra MotettiDaniele Jahier PagliariEnrico MaciiMassimo PoncinoAlessio Burrello 2402.15273v1.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
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