Danilo Pau

Publication Activity (10 Years)

Years Active: 2000-2024
Publications (10 Years): 62

Top Topics

Activity Recognition

Battery Management

Top Venues

Publications

Brenda Zhuang, Danilo Pau
A Practical Framework for Designing and Deploying Tiny Deep Neural Networks on Microcontrollers. ICCE (2024)
Anna Sabatini, Costanza Cenerini, Luca Vollero, Danilo Pau
Impact of Interfering Factors on a Glucose Sensor Model. I2MTC (2024)
Emanuele Giuseppe Siani, Laura Scigliano, Dario Bruneo, Fabrizio De Vita, Valeria Tomaselli, Danilo Pau
A Numerical Comparison of Deeply Quantized Models for sEMG Hand Gesture Classification on Constrained Devices. SMARTCOMP (2024)
Danilo Pau, Andrea Pisani, Antonio Candelieri
Towards Full Forward On-Tiny-Device Learning: A Guided Search for a Randomly Initialized Neural Network. Algorithms 17 (1) (2024)
Paola Vitolo, Danilo Pau, Gian Domenico Licciardo, Massimiliano Pesaturo, Stefano Bosco, Santo Pennino
Tiny compensation of pressure drift measurements due to long exposures to high temperatures. I2MTC (2023)
Danilo Pau, Stefano Colella, Claudio Marchisio
End to End Optimized Tiny Learning for Repositionable Walls in Maze Topologies. ICCE (2023)
Gian Domenico Licciardo, Paola Vitolo, Stefano Bosco, Santo Pennino, Danilo Pau, Massimiliano Pesaturo, Luigi Di Benedetto, Rosalba Liguori
Ultra-Tiny Neural Network for Compensation of Post-soldering Thermal Drift in MEMS Pressure Sensors. ISCAS (2023)
Ferheen Ayaz, Idris Zakariyya, José Cano, Sye Loong Keoh, Jeremy Singer, Danilo Pau, Mounia Kharbouche-Harrari
Improving Robustness Against Adversarial Attacks with Deeply Quantized Neural Networks. CoRR (2023)
Paola Vitolo, Rosalba Liguori, Luigi Di Benedetto, Alfredo Rubino, Danilo Pau, Gian Domenico Licciardo
A New NN-Based Approach to In-Sensor PDM-to-PCM Conversion for Ultra TinyML KWS. IEEE Trans. Circuits Syst. II Express Briefs 70 (4) (2023)
Ferheen Ayaz, Idris Zakariyya, José Cano, Sye Loong Keoh, Jeremy Singer, Danilo Pau, Mounia Kharbouche-Harrari
Improving Robustness Against Adversarial Attacks with Deeply Quantized Neural Networks. IJCNN (2023)
Danilo Pau, Prem Kumar Ambrose, Andrea Pisani, Fabrizio M. Aymone
TinyRCE: Forward Learning Under Tiny Constraints. MetroXRAINE (2023)
Danilo Pau, Randriatsimiovalaza Dimbiniaina Marc, Davide Denaro
Electric current classification with tiny machine learning for home appliances. MetroInd4.0& IoT (2022)
Danilo Pau, Davide Denaro, Marco Lattuada, Mahdi Mseddi
Neural keypoint detection for visual gestures on micro-controllers. MetroXRAINE (2022)
Paola Vitolo, Gian Domenico Licciardo, Anna Chiara Amendola, Luigi Di Benedetto, Rosalba Liguori, Alfredo Rubino, Danilo Pau
Quantized ID-CNN for a Low-power PDM-to-PCM Conversion in TinyML KWS Applications. AICAS (2022)
Riccardo Perego, Antonio Candelieri, Francesco Archetti, Danilo Pau
AutoTinyML for microcontrollers: Dealing with black-box deployability. Expert Syst. Appl. 207 (2022)
Danilo Pau, Marco Lattuada, Francesco Loro, Antonio De Vita, Gian Domenico Licciardo
Comparing Industry Frameworks with Deeply Quantized Neural Networks on Microcontrollers. ICCE (2021)
Colby R. Banbury, Vijay Janapa Reddi, Peter Torelli, Nat Jeffries, Csaba Király, Jeremy Holleman, Pietro Montino, David Kanter, Pete Warden, Danilo Pau, Urmish Thakker, Antonio Torrini, Jay Cordaro, Giuseppe Di Guglielmo, Javier M. Duarte, Honson Tran, Nhan Tran, Wenxu Niu, Xuesong Xu
MLPerf Tiny Benchmark. NeurIPS Datasets and Benchmarks (2021)
Francesco Loro, Danilo Pau, Valeria Tomaselli
A QKeras Neural Network Zoo for Deeply Quantized Imaging. RTSI (2021)
Paola Vitolo, Gian Domenico Licciardo, Luigi Di Benedetto, Rosalba Liguori, Alfredo Rubino, Danilo Pau
Low-Power Anomaly Detection and Classification System based on a Partially Binarized Autoencoder for In-Sensor Computing. ICECS (2021)
Giulia Crocioni, Giambattista Gruosso, Danilo Pau, Davide Denaro, Luigi Zambrano, Giuseppe di Giore
Characterization of Neural Networks Automatically Mapped on Automotive-grade Microcontrollers. CoRR (2021)
Danilo Pau, Fabio Previdi, Emanuele Rota
Tiny defects identification of mechanical components in die-cast aluminum using artificial neural networks for micro-controllers. ICCE (2021)
Colby R. Banbury, Vijay Janapa Reddi, Peter Torelli, Jeremy Holleman, Nat Jeffries, Csaba Király, Pietro Montino, David Kanter, Sebastian Ahmed, Danilo Pau, Urmish Thakker, Antonio Torrini, Pete Warden, Jay Cordaro, Giuseppe Di Guglielmo, Javier M. Duarte, Stephen Gibellini, Videet Parekh, Honson Tran, Nhan Tran, Wenxu Niu, Xuesong Xu
MLPerf Tiny Benchmark. CoRR (2021)
Niccolò Federici, Danilo Pau, Nicola Adami, Sergio Benini
Tiny Reservoir Computing for Extreme Learning of Motor Control. IJCNN (2021)
Danilo Pau, Abderrahim Khiari, Davide Denaro
Online learning on tiny micro-controllers for anomaly detection in water distribution systems. ICCE-Berlin (2021)
Danilo Pau, Davide Denaro, Giambattista Gruosso, Achraf Sahnoun
Microcontroller architectures for battery state of charge prediction with tiny neural networks. ICCE-Berlin (2021)
Norhen Abdennadher, Danilo Pau, Arcangelo Bruna
Fixed complexity tiny reservoir heterogeneous network for on-line ECG learning of anomalies. GCCE (2021)
Daniele Sammartino, Danilo Pau, Davide Denaro, Luigi Zambrano
Intelligent resource constrained battery management on automotive microcontrollers. GCCE (2021)
Antonio De Vita, Danilo Pau, Luigi Di Benedetto, Alfredo Rubino, Frédéric Pétrot, Gian Domenico Licciardo
Highly-accurate binary tiny neural network for low-power human activity recognition. Microprocess. Microsystems 87 (2021)
Laura Falaschetti, Lorenzo Manoni, Romel Calero Fuentes Rivera, Danilo Pau, Gianfranco Romanazzi, Oriana Silvestroni, Valeria Tomaselli, Claudio Turchetti
A Low-Cost, Low-Power and Real-Time Image Detector for Grape Leaf Esca Disease Based on a Compressed CNN. IEEE J. Emerg. Sel. Topics Circuits Syst. 11 (3) (2021)
Francesco Alongi, Nicolò Ghielmetti, Danilo Pau, Federico Terraneo, William Fornaciari
Tiny Neural Networks for Environmental Predictions: An Integrated Approach with Miosix. SMARTCOMP (2020)
Antonio De Vita, Alessandro Russo, Danilo Pau, Luigi Di Benedetto, Alfredo Rubino, Gian Domenico Licciardo
A Partially Binarized Hybrid Neural Network System for Low-Power and Resource Constrained Human Activity Recognition. IEEE Trans. Circuits Syst. (11) (2020)
Antonio De Vita, Danilo Pau, Luigi Di Benedetto, Alfredo Rubino, Frédéric Pétrot, Gian Domenico Licciardo
Low Power Tiny Binary Neural Network with improved accuracy in Human Recognition Systems. DSD (2020)
Riccardo Perego, Antonio Candelieri, Francesco Archetti, Danilo Pau
Tuning Deep Neural Network's Hyperparameters Constrained to Deployability on Tiny Systems. ICANN (2) (2020)
Antonio De Vita, Danilo Pau, Claudio Parrella, Luigi Di Benedetto, Alfredo Rubino, Gian Domenico Licciardo
Low-Power HWAccelerator for AI Edge-Computing in Human Activity Recognition Systems. AICAS (2020)
Colby R. Banbury, Vijay Janapa Reddi, Max Lam, William Fu, Amin Fazel, Jeremy Holleman, Xinyuan Huang, Robert Hurtado, David Kanter, Anton Lokhmotov, David A. Patterson, Danilo Pau, Jae-sun Seo, Jeff Sieracki, Urmish Thakker, Marian Verhelst, Poonam Yadav
Benchmarking TinyML Systems: Challenges and Direction. CoRR (2020)
Antonio De Vita, Gian Domenico Licciardo, Aldo Femia, Luigi Di Benedetto, Alfredo Rubino, Danilo Pau
Embeddable Circuit for Orientation Independent Processing in Ultra Low-Power Tri-Axial Inertial Sensors. IEEE Trans. Circuits Syst. II Express Briefs (6) (2020)
Giulia Crocioni, Danilo Pau, Jean Michel Delorme, Giambattista Gruosso
Li-Ion Batteries Parameter Estimation With Tiny Neural Networks Embedded on Intelligent IoT Microcontrollers. IEEE Access 8 (2020)
Remi Varenne, Jean Michel Delorme, Emanuele Plebani, Danilo Pau, Valeria Tomaselli
Intelligent Recognition of TCP Intrusions for Embedded Micro-controllers. ICIAP Workshops (2019)
Emanuele Torti, Alessandro Fontanella, Mirto Musci, Nicola Blago, Danilo Pau, Francesco Leporati, Marco Piastra
Embedding Recurrent Neural Networks in Wearable Systems for Real-Time Fall Detection. Microprocess. Microsystems 71 (2019)
Simon Akhtari, Fritz Pickhardt, Danilo Pau, Alessandra Di Pietro, Giusy Tomarchio
Intelligent Embedded Load Detection at the Edge on Industry 4.0 Powertrains Applications. RTSI (2019)
Danilo Pau
Artificial intelligent sensors at the core of cyber-physical-systems: from theory to practical applications. CF (2019)
Michael Rescati, Emanuela Scapini, Marcello De Matteis, Raimondo Schettini, Danilo Pau, Marco Paganoni, Andrea Baschirotto
HAEMS: Implementation of an Intelligent Event-Driven Edge Mesh IoT Architecture. RTSI (2019)
Nikolaos E. Petroulakis, Eftychia Lakka, Ermin Sakic, Vivek Kulkarni, Konstantinos Fysarakis, Iason Somarakis, Jordi Serra, Luis Sanabria-Russo, Danilo Pau, Mirko Falchetto, Domenico Presenza, Tobias Marktscheffel, Kostas Ramantas, Prodromos-Vasileios Mekikis, Lukasz Ciechomski, Karolina Waledzik
SEMIoTICS Architectural Framework: End-to-end Security, Connectivity and Interoperability for Industrial IoT. GIoTS (2019)
Pietro Montino, Danilo Pau
Environmental Intelligence for Embedded Real-time Traffic Sound Classification. RTSI (2019)
Antonio De Vita, Gian Domenico Licciardo, Aldo Femia, Luigi Di Benedetto, Danilo Pau
µW Pre-processing Unit for Virtual Sensors Based on Tri-axial Smart Accelerometers. NEWCAS (2019)
Emanuele Torti, Alessandro Fontanella, Mirto Musci, Nicola Blago, Danilo Pau, Francesco Leporati, Marco Piastra
Embedded Real-Time Fall Detection with Deep Learning on Wearable Devices. DSD (2018)
Andreas Brokalakis, Nikolaos Tampouratzis, Antonios Nikitakis, Ioannis Papaefstathiou, Stamatis Andrianakis, Danilo Pau, Emanuele Plebani, Marco Paracchini, Marco Marcon, Ioannis Sourdis, Prajith Ramakrishnan Geethakumari, Maria Carmen Palacios, Miguel Ángel Antón, Attila Szasz
COSSIM: An Open-Source Integrated Solution to Address the Simulator Gap for Systems of Systems. DSD (2018)
Muhammad Shahnawaz, Emanuele Plebani, Ivana Guaneri, Danilo Pau, Marco Marcon
Studying the Effects of Feature Extraction Settings on the Accuracy and Memory Requirements of Neural Networks for Keyword Spotting. ICCE-Berlin (2018)
Luca Ranalli, Luigi di Stefano, Emanuele Plebani, Mirko Falchetto, Danilo Pau, Viviana D'Alto
Automated Generation of a Single Shot Detector C Library from High Level Deep Learning Frameworks. RTSI (2018)
Lorenzo Cunial, Ahmet Erdem, Cristina Silvano, Mirko Falchetto, Andrea C. Ornstein, Emanuele Plebani, Giuseppe Desoli, Danilo Pau
Parallelized Convolutions for Embedded Ultra Low Power Deep Learning SoC. RTSI (2018)
Alessandro Nicosia, Danilo Pau, Davide Giacalone, Emanuele Plebani, Angelo Bosco, Antonio Iacchetti
Efficient light harvesting for accurate neural classification of human activities. ICCE (2018)
Dario Cogliati, Mirko Falchetto, Danilo Pau, Manuel Roveri, Gabriele Viscardi
Intelligent Cyber-Physical Systems for Industry 4.0. AI4I (2018)
Michael Rescati, Marcello De Matteis, Marco Paganoni, Danilo Pau, Raimondo Schettini, Andrea Baschirotto
Event-driven cooperative-based Internet-of-Things (IoT) system. ICICDT (2018)
Antonio De Vita, Gian Domenico Licciardo, Luigi Di Benedetto, Danilo Pau, Emanuele Plebani, Angelo Bosco
Low-power Design of a Gravity Rotation Module for HAR Systems Based on Inertial Sensors. ASAP (2018)
Cesare Alippi, Viviana D'Alto, Mirko Falchetto, Danilo Pau, Manuel Roveri
Detecting changes at the sensor level in cyber-physical systems: Methodology and technological implementation. IJCNN (2017)
George Michael, Nectarios Efstathiou, Kyriacos Mantis, Theocharis Theocharides, Danilo Pau
Intelligent embedded and real-time ANN-based motor control for multi-rotor unmanned aircraft systems. VLSI-SoC (2017)
Valeria Tomaselli, Emanuele Plebani, Mauro Strano, Danilo Pau
Complexity and Accuracy of Hand-Crafted Detection Methods Compared to Convolutional Neural Networks. ICIAP (1) (2017)
Gian Domenico Licciardo, Thomas Boesch, Danilo Pau, Luigi Di Benedetto
Frame buffer-less stream processor for accurate real-time interest point detection. Integr. 54 (2016)
Giuseppe Desoli, Valeria Tomaselli, Emanuele Plebani, Giulio Urlini, Danilo Pau, Viviana D'Alto, Tommaso Majo, Fabio De Ambroggi, Thomas Boesch, Surinder-pal Singh, Elio Guidetti, Nitin Chawla
The Orlando Project: A 28 nm FD-SOI Low Memory Embedded Neural Network ASIC. ACIVS (2016)
Denis Tomè, Luca Bondi, Emanuele Plebani, Luca Baroffio, Danilo Pau, Stefano Tubaro
Reduced Memory Region Based Deep Convolutional Neural Network Detection. CoRR (2016)
Denis Tomè, Luca Bondi, Luca Baroffio, Stefano Tubaro, Emanuele Plebani, Danilo Pau
Reduced memory region based deep Convolutional Neural Network detection. ICCE-Berlin (2016)
Marco Paracchini, Angelo Schepis, Marco Marcon, Mirko Falchetto, Emanuele Plebani, Danilo Pau
Accurate omnidirectional multi-camera embedded structure from motion. RTSI (2016)
George Charitopoulos, Dionisios N. Pnevmatikatos, Marco D. Santambrogio, Kyprianos Papadimitriou, Danilo Pau
A Run-Time System for Partially Reconfigurable FPGAs: The case of STMicroelectronics SPEAr board. PARCO (2015)
Dionisios N. Pnevmatikatos, Kyprianos Papadimitriou, Tobias Becker, Peter Böhm, Andreas Brokalakis, Karel Bruneel, Catalin Bogdan Ciobanu, Tom Davidson, Georgi Gaydadjiev, Karel Heyse, Wayne Luk, Xinyu Niu, Ioannis Papaefstathiou, Danilo Pau, Oliver Pell, Christian Pilato, Marco D. Santambrogio, Donatella Sciuto, Dirk Stroobandt, Tim Todman, Elias Vansteenkiste
FASTER: Facilitating Analysis and Synthesis Technologies for Effective Reconfiguration. Microprocess. Microsystems 39 (4-5) (2015)
Alioscia Petrelli, Danilo Pau, Emanuele Plebani, Luigi di Stefano
RGB-D Visual Search with Compact Binary Codes. 3DV (2015)
Giacomo Parigi, Angelo Stramieri, Danilo Pau, Marco Piastra
A Multi-signal Variant for the GPU-based Parallelization of Growing Self-Organizing Networks. CoRR (2015)
Alioscia Petrelli, Danilo Pau, Luigi di Stefano
Analysis of Compact Features for RGB-D Visual Search. ICIAP (2) (2015)
Fabrizio Spada, Alberto Scolari, Gianluca C. Durelli, Riccardo Cattaneo, Marco D. Santambrogio, Donatella Sciuto, Dionisios N. Pnevmatikatos, Georgi Gaydadjiev, Oliver Pell, Andreas Brokalakis, Wayne Luk, Dirk Stroobandt, Danilo Pau
FPGA-Based Design Using the FASTER Toolchain: The Case of STM Spear Development Board. ISPA (2014)
Dionisios N. Pnevmatikatos, Tobias Becker, Andreas Brokalakis, Georgi Nedeltchev Gaydadjiev, Wayne Luk, Kyprianos Papadimitriou, Ioannis Papaefstathiou, Danilo Pau, Oliver Pell, Christian Pilato, Marco D. Santambrogio, Donatella Sciuto, Dirk Stroobandt
Effective Reconfigurable Design: The FASTER Approach. ARC (2014)
Gianluca Durelli, Fabrizio Spada, Riccardo Cattaneo, Christian Pilato, Danilo Pau, Marco D. Santambrogio
Adaptive Raytracing Implementation Using Partial Dynamic Reconfiguration. IPDPS Workshops (2014)
Giovanni Condello, Paolo Pasteris, Danilo Pau, Mariagiovanna Sami
An OpenCL-based feature matcher. Signal Process. Image Commun. 28 (4) (2013)
Mathieu Robart, Mauro Plumari, Danilo Pau
Extended MPEG-4 3DGC for real-time rendering on embedded platforms. ICCE-Berlin (2013)
Filippo Malaguti, Federico Tombari, Samuele Salti, Danilo Pau, Luigi di Stefano
Toward Compressed 3D Descriptors. 3DIMPVT (2012)
Giacomo Parigi, Angelo Stramieri, Danilo Pau, Marco Piastra
GPU-based Parallel Implementation of a Growing Self-organizing Network. ICINCO (1) (2012)
Filippo Malaguti, Danilo Pau, Luigi di Stefano
Low complexity SIFT compression techniques. ICCE-Berlin (2012)
Mirko Falchetto, Massimiliano Barone, Danilo Pau
Adaptive Frame Rate Up-conversion with Motion Extraction from 3D Space for 3D Pipelines. Eurographics Italian Chapter Conference (2006)
Fabrizio S. Rovati, Pieluigi Gardella, Paolo Zambotti, Danilo Pau
Spatial-temporal motion estimation for image reconstruction and mouse functionality with optical or capacitive sensors. IEEE Trans. Consumer Electron. 49 (3) (2003)
Daniele Alfonso, Fabrizio S. Rovati, Danilo Pau, Luca Celetto
An innovative, programmable architecture for ultra-low power motion estimation in reduced memory MPEG-4 encoder. IEEE Trans. Consumer Electron. 48 (3) (2002)
Antonio Chimienti, Claudia Ferraris, Danilo Pau
A complexity-bounded motion estimation algorithm. IEEE Trans. Image Process. 11 (4) (2002)
Domenico Barretta, William Fornaciari, Mariagiovanna Sami, Danilo Pau
SIMD Extension to VLIW Multicluster Processors for Embedded Applications. ICCD (2002)
Fabrizio S. Rovati, Danilo Pau, Emiliano Mario Piccinelli, Luca Pezzoni, Jean-Michel Bard
An innovative, high quality and search window independent motion estimation algorithm and architecture for MPEG-2 encoding. IEEE Trans. Consumer Electron. 46 (3) (2000)