Artificial Intelligence papers 2020

ST-Published papers on Artificial Intelligence

2020

Strengthening Sequential Side-Channel Attacks Through Change Detection; Luca Frittoli, Matteo Bocchi, Silvia Mella, Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Ruggero Susella and Giacomo Boracchi , IACR Transactions on Cryptographic Hardware and Embedded Systems (TCHES), 2020(3), pp. 1-21 
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Augmented Grad-CAM: heat-maps super resolution through augmentation; Pietro Morbidelli, Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Giacomo Boracchi , ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
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 “Low-Power HW Accelerator for AI Edge-Computing in Human Activity Recognition Systems”, A. De Vita, Danilo Pau, C. Parrella, L. Di Benedetto, A. Rubino, Gian Domenico Licciardo, AICAS 2020, March 25th, Genova 
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 “TinyMLPerf Benchmarking Resource-constrained Machine Learning Systems”, Colby Banbury, Max Lam, Vijay Janapa Reddi, David Kanter, Amin Fazel, Xinyuan Huang, Danilo Pietro Pau and the tinyMLPerf working group, February 12-13, 2020 San Jose, California 
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 “Action Anticipation from Multimodal Data”, Tiziana Rotondo, Giovanni Maria Farinella, Valeria Tomaselli, Sebastiano Battiato, VISAPP conference
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 “Li-Ion Batteries Releasable Capacity Estimation with Neural Networks on Intelligent IoT Microcontrollers”, Crocioni Pau Gruosso, IEEE MELECON, 16-18 June Palermo 2020
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 ”1D Convolutional Neural Network approach to classify voluntary eye blinks in EEG signals for BCI applications”, Michele Lo Giudice, Giuseppe Varone, Cosimo Ieracitano, Nadia Mammone, Arcangelo Ranieri Bruna, Valeria Tomaselli and Francesco Carlo Morabito; IEEE-2020 International Joint Conference on Neural Networks (IJCNN)
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 “Quantitative Analysis of Deep Leaf: a Plant Disease Detector on the Smart Edge”, Giorgio Nocera, Fabrizio De Vita, Dario Bruneo, Valeria Tomaselli, Davide Giacalone, Sajal K. Das, IEEE International Conference on Smart Computing (BEST PAPER AWARD)
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Embeddable Circuit for Orientation Independent Processing in Ultra Low-Power Tri-Axial Inertial Sensors; Journal: IEEE Transactions on Circuits and Systems—II; June 2020, Antonio De Vita*, Gian Domenico Licciardo*, Aldo Femia*, Luigi Di Benedetto*, Alfredo Rubino* (*University of Salerno), Danilo Pau STMicroelectronics 
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Low Power Tiny Binary Neural Network with Improved Accuracy in Human Recognition Systems; Euromicro DSD/SEAA 2020; Aug 26-28, 2020 Virtual Conference Portoroz, Slovenia. Antonio De Vita*, Luigi Di Benedetto*, Alfredo Rubino*, Gian Domenico Licciardo* (*University of Salerno), Danilo Pau (STMicroelectronics), Frederic Petrot (University of Grenoble) 
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 AutoTinyML for microcontrollers: dealing with black-box deployability; IEEE Transactions on Neural Networks and Learning Systems. Riccardo Perego*, Antonio Candelieri*, Francesco Archetti * (University of Bicocca, Milan), Danilo Pau (STMicroelectronics)
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"Anticipating Activity from Multimodal Signals"; Tiziana ROTONDO, Giovanni Maria FARINELLA, Davide GIACALONE, Sebastiano Mauro STRANO, Valeria TOMASELLI, Sebastiano BATTIATO - International Conference on Pattern Recognition (ICPR2020)
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Real-Time Thermal Face Identification System for Low Memory Vision Applications Using CNN; Ramireddy DEVARAM, Alessandro ORTIS, Sebastiano BATTIATO, Arcangelo Ranieri BRUNA, Valeria TOMASELLI - International Workshop on Biometric Data Analysis and Forensics (IWBDAF2020, workshop of ICPR2020), 
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"Dataset of sodium chloride sterile liquid in bottles for intravenous administration and fill level monitoring";  Danilo Pietro Pau,  Luca Simonetta; Bipin Kumar; Prashant Namekar;  Gauri Dhande - Data in Brief Journal -  Aug 14, 2020
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Tiny Neural Networks for Environmental Predictions: an integrated approach with Miosix; Fifth IEEE Workshop on Smart Service Systems (SmartSys 2020) 14 September 2020, Bologna, Italy, Francesco Alongi*, Nicolo Ghielmetti*, Federico Terraneo*, William Fornaciari*, (*Polytechnic University of Mila), Danilo Pau (STMicroelectronics)
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 A Partially Binarized Hybrid Neural Network System for Low-power and Resource Constrained Human Activity Recognition; IEEE Transactions on Circuits and Systems—I, 04 August 2020. Antonio De Vita*, Alessandro Russo*, Luigi Di Benedetto*, Alfredo Rubino*, Gian Domenico Licciardo*, (*University of Salerno), Danilo Pau (STMicroelectronics).
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Tuning Deep Neural Network’s hyperparameters constrained to deployability on tiny systems, ICANN2020 29th International Conference on Artificial Neural Networks. Riccardo Perego*, Antonio Candelieri*, Francesco Archetti * (University of Bicocca, Milan) Danilo Pau (STMicroelectronics)
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“Embedded Acoustic Scene Classification for Low Power Microcontroller Devices”, Filippo Naccari, Ivana Guarneri, Salvatore Curti, and Alberto Amilcare Savi, DCASE  Nov. 2020
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Runtime Design Space Exploration and Mapping of DCNNs for the Ultra-Low-Power Orlando SoC; Ahmet Erdem, Cristina Silvano (Politecnico di Milano), Thomas Boesch, Andrea Carlo Ornstein, Surinder Pal Singh, Giuseppe Desoli (STM)- ACM Transactions on Architecture and Code Optimization, May 2020 
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