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CALIMERA, ANDREA

CALIMERA, ANDREA  

Dipartimento di Automatica e Informatica  

018408  

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Automatic Layer Freezing for Communication Efficiency in Cross-Device Federated Learning / Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico; Montuschi, Paolo. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 11:4(2024), pp. 6072-6083. [10.1109/JIOT.2023.3309691] 1-gen-2024 Malan, ErichPeluso, ValentinoCalimera, AndreaMacii, EnricoMontuschi, Paolo Automatic_Layer_Freezing_for_Communication_Efficiency_in_Cross-Device_Federated_Learning.pdf; Automatic_Layer_Freezing_for_Communication_Efficiency_in_Cross-Device_Federated_Learning.pdf
Communication-Efficient Federated Learning with Gradual Layer Freezing / Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - In: IEEE EMBEDDED SYSTEMS LETTERS. - ISSN 1943-0663. - 15:1(2023), pp. 25-28. [10.1109/LES.2022.3190682] 1-gen-2023 Erich MalanValentino PelusoAndrea CalimeraEnrico Macii main.pdf; Communication-Efficient_Federated_Learning_With_Gradual_Layer_Freezing.pdf
Concurrent Pipeline Stages Optimization for Embedded Keyword Spotting / Zema, Giacomo; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - (2023), pp. 0427-0433. (Intervento presentato al convegno World AI IoT Congress tenutosi a Seattle, WA (USA) nel 07-10 June 2023) [10.1109/AIIoT58121.2023.10174531]. 1-gen-2023 Zema, GiacomoPeluso, ValentinoCalimera, AndreaMacii, Enrico Concurrent_Pipeline_Stages_Optimization_for_Embedded_Keyword_Spotting.pdf
Dynamic ConvNets on Tiny Devices via Nested Sparsity / Grimaldi, Matteo; Mocerino, Luca; Cipolletta, Antonio; Calimera, Andrea. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 10:6(2023), pp. 5073-5082. [10.1109/JIOT.2022.3222014] 1-gen-2023 Matteo GrimaldiLuca MocerinoAntonio CipollettaAndrea Calimera final.pdf; Dynamic_ConvNets_on_Tiny_Devices_via_Nested_Sparsity.pdf
Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays / Xie, Chen; Daghero, Francesco; Chen, Yukai; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Pagliari, Daniele Jahier. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 10:15(2023), pp. 13895-13907. [10.1109/JIOT.2023.3263290] 1-gen-2023 Xie, ChenDaghero, FrancescoChen, YukaiCalimera, AndreaMacii, EnricoPoncino, MassimoPagliari, Daniele Jahier + Efficient_Deep_Learning_Models_for_Privacy-preserving_People_Counting_on_Low-resolution_Infrared_Arrays.pdf; Efficient_Deep_Learning_Models_for_Privacy-Preserving_People_Counting_on_Low-Resolution_Infrared_Arrays.pdf
Enabling DVFS Side-Channel Attacks for Neural Network Fingerprinting in Edge Inference Services / Malan, Erich; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - (2023), pp. 1-6. (Intervento presentato al convegno International Symposium on Low Power Electronics and Design tenutosi a Vienna (AUT) nel 07-08 August 2023) [10.1109/ISLPED58423.2023.10244398]. 1-gen-2023 Malan, ErichPeluso, ValentinoCalimera, AndreaMacii, Enrico ISLPED2023_cameraReady.pdf; Enabling_DVFS_Side-Channel_Attacks_for_Neural_Network_Fingerprinting_in_Edge_Inference_Services.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
Energy-efficient and Privacy-aware Social Distance Monitoring with Low-resolution Infrared Sensors and Adaptive Inference / Xie, C.; JAHIER PAGLIARI, Daniele; Calimera, A.. - (2022), pp. 181-184. (Intervento presentato al convegno 2022 17th Conference on Ph.D Research in Microelectronics and Electronics (PRIME) tenutosi a Villasimius, SU (Italy) nel 12-15 June 2022) [10.1109/PRIME55000.2022.9816801]. 1-gen-2022 Xie C.Jahier Pagliari DanieleCalimera A. Energy-efficient_and_Privacy-aware_Social_Distance_Monitoring_with_Low-resolution_Infrared_Sensors_and_Adaptive_Inference_arxiv.pdf; Energy-efficient_and_Privacy-aware_Social_Distance_Monitoring_with_Low-resolution_Infrared_Sensors_and_Adaptive_Inference.pdf
Energy-Quality Scalable Monocular Depth Estimation on Low-Power CPUs / Cipolletta, Antonio; Peluso, Valentino; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 9:1(2022), pp. 25-36. [10.1109/JIOT.2021.3080827] 1-gen-2022 Cipolletta, AntonioPeluso, ValentinoCalimera, AndreaTosi, FabioMattoccia, Stefano + main.pdf; Energy-Quality_Scalable_Monocular_Depth_Estimation_on_Low-Power_CPUs.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
Low-Overhead Early-Stopping Policies for Efficient Random Forests Inference on Microcontrollers / Daghero, F; Burrello, A; Xie, C; Benini, L; Calimera, A; Macii, E; Poncino, M; Jahier Pagliari, D. - STAMPA. - 661:(2022), pp. 25-47. (Intervento presentato al convegno 29th IFIP WG 10.5/IEEE International Conference on Very Large Scale Integration (VLSI-SoC 2021) tenutosi a Singapore nel October 4-8, 2021) [10.1007/978-3-031-16818-5_2]. 1-gen-2022 Daghero, FBurrello, AXie, CBenini, LCalimera, AMacii, EPoncino, MJahier Pagliari, D postprint.pdf; vlsi-soc-chapter.pdf
Monocular Depth Perception on Microcontrollers for Edge Applications / Peluso, Valentino; Cipolletta, Antonio; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; Aleotti, Filippo; Mattoccia, Stefano. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY. - ISSN 1051-8215. - 32:3(2022), pp. 1524-1536. [10.1109/TCSVT.2021.3077395] 1-gen-2022 Peluso, ValentinoCipolletta, AntonioCalimera, AndreaTosi, FabioMattoccia, Stefano + main_iris.pdf; Monocular_Depth_Perception_on_Microcontrollers_for_Edge_Applications.pdf
On the Efficiency of AdapTTA: An Adaptive Test-Time Augmentation Strategy for Reliable Embedded ConvNets / Mocerino, L; Rizzo, Rg; Peluso, V; Calimera, A; Macii, E (IFIP ADVANCES IN INFORMATION AND COMMUNICATION TECHNOLOGY). - In: VLSI-SoC: Technology Advancement on SoC Design / Grimblatt V., Hong Chang C., Reis R., Chattopadhyay A., Calimera A.. - Cham, Switzerland : SPRINGER INTERNATIONAL PUBLISHING AG, 2022. - ISBN 978-3-031-16817-8. - pp. 1-23 [10.1007/978-3-031-16818-5_1] 1-gen-2022 Mocerino, LRizzo, RGPeluso, VCalimera, AMacii, E AdapTTA___Book_Chapter_for_paper_53_revised_1.pdf
Privacy-preserving Social Distance Monitoring on Microcontrollers with Low-Resolution Infrared Sensors and CNNs / Xie, Chen; Daghero, Francesco; Chen, Yukai; Castellano, Marco; Gandolfi, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - (2022), pp. 1332-1336. (Intervento presentato al convegno 2022 IEEE International Symposium on Circuits and Systems (ISCAS) tenutosi a Austin, TX (USA) nel 27 May 2022 - 01 June 2022) [10.1109/ISCAS48785.2022.9937837]. 1-gen-2022 Chen XieFrancesco DagheroYukai ChenAndrea CalimeraEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + Privacy-preserving_Social_Distance_Monitoring_arxiv.pdf; Privacy-preserving_Social_Distance_Monitoring_on_Microcontrollers_with_Low-Resolution_Infrared_Sensors_and_CNNs.pdf
SMART-IC: Smart Monitoring and Production Optimization for Zero-waste Semiconductor Manufacturing / Alamin, KHALED SIDAHMED SIDAHMED; Chen, Yukai; Gaiardelli, Sebastiano; Spellini, Stefano; Calimera, Andrea; Beghi, Alessandro; Susto, Antonio; Fummi, Franco; Macii, Enrico; Vinco, Sara. - (2022), pp. 1-6. (Intervento presentato al convegno IEEE Latin-American Test Symposium tenutosi a Montevideo (Uruguay) nel 5th - 8th September 2022) [10.1109/LATS57337.2022.9937011]. 1-gen-2022 Khaled Sidahmed Sidahmed AlaminYukai ChenAndrea CalimeraAlessandro BeghiFranco FummiEnrico MaciiSara Vinco + LATS2022_CR_version (1).pdf; SMART-IC_Smart_Monitoring_and_Production_Optimization_for_Zero-waste_Semiconductor_Manufacturing.pdf
ACME: An energy-efficient approximate bus encoding for I2C / Xie, Chen; JAHIER PAGLIARI, Daniele; Calimera, Andrea; Macii, Enrico; Poncino, Massimo. - ELETTRONICO. - (2021), pp. 1-6. (Intervento presentato al convegno 2021 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED) tenutosi a Boston, MA, USA nel 26-28 July 2021) [10.1109/ISLPED52811.2021.9502495]. 1-gen-2021 Chen XieDaniele Jahier PagliariAndrea CalimeraEnrico MaciiMassimo Poncino ACME_an_Energy_efficinet_approximate_bus_encoding_for_I2C.pdf; ACME_An_Energy-Efficient_Approximate_Bus_Encoding_for_I2C.pdf
Adaptive Random Forests for Energy-Efficient Inference on Microcontrollers / Daghero, Francesco; Burrello, Alessio; Xie, Chen; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; Jahier Pagliari, Daniele. - ELETTRONICO. - (2021), pp. 1-6. (Intervento presentato al convegno 29th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2021 tenutosi a Virtual Conference nel 2021) [10.1109/VLSI-SoC53125.2021.9606986]. 1-gen-2021 Daghero, FrancescoBurrello, AlessioXie, ChenBenini, LucaCalimera, AndreaMacii, EnricoPoncino, MassimoJahier Pagliari, Daniele Adaptive_Random_Forests_for_Energy-Efficient_Inference_on_Microcontrollers.pdf; Adaptive_Random_Forests_for_Energy-Efficient_Inference_on_Microcontrollers-POSTPRINT.pdf.pdf
AdapTTA: Adaptive Test-Time Augmentation for Reliable Embedded ConvNets / Mocerino, Luca; Rizzo, Roberto G.; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - (2021), pp. 1-6. (Intervento presentato al convegno International Conference on Very Large Scale Integration (VLSI-SoC) nel 4-7 Oct. 2021) [10.1109/VLSI-SoC53125.2021.9606980]. 1-gen-2021 Mocerino, LucaRizzo, Roberto G.Peluso, ValentinoCalimera, AndreaMacii, Enrico Adaptive_Test_time_Augmentation____VLSI_SoC2021.pdf; AdapTTA_Adaptive_Test-Time_Augmentation_for_Reliable_Embedded_ConvNets.pdf
Axp: A hw-sw co-design pipeline for energy-efficient approximated convnets via associative matching / Mocerino, L.; Calimera, A.. - In: APPLIED SCIENCES. - ISSN 2076-3417. - 11:23(2021), p. 11164. [10.3390/app112311164] 1-gen-2021 Mocerino L.Calimera A. applsci-11-11164-v2.pdf
Dataflow Restructuring for Active Memory Reduction in Deep Neural Networks / Cipolletta, A.; Calimera, A.. - (2021), pp. 114-119. (Intervento presentato al convegno 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021 nel 01-05 February 2021) [10.23919/DATE51398.2021.9473965]. 1-gen-2021 Cipolletta A.Calimera A. DATE21_final_submitted.pdf; Dataflow_Restructuring_for_Active_Memory_Reduction_in_Deep_Neural_Networks.pdf