Emanuele Principi

Publication Activity (10 Years)

Years Active: 2005-2024
Publications (10 Years): 38

Top Topics

Acoustic Signal

Top Venues

Expert Syst. Appl.

Publications

Giulia Tanoni, Lina Stankovic, Vladimir Stankovic, Stefano Squartini, Emanuele Principi
Knowledge Distillation for Scalable Nonintrusive Load Monitoring. IEEE Trans. Ind. Informatics 20 (3) (2024)
Giulia Tanoni, Emanuele Principi, Stefano Squartini
Multilabel Appliance Classification With Weakly Labeled Data for Non-Intrusive Load Monitoring. IEEE Trans. Smart Grid 14 (1) (2023)
Giulia Tanoni, Emanuele Principi, Luigi Mandolini, Stefano Squartini
Appliance-Incremental Learning for Non-Intrusive Load Monitoring. SmartGridComm (2023)
Djordje Batic, Giulia Tanoni, Lina Stankovic, Vladimir Stankovic, Emanuele Principi
Improving Knowledge Distillation for Non-Intrusive Load Monitoring Through Explainability Guided Learning. ICASSP (2023)
Giulia Tanoni, Emanuele Principi, Luigi Mandolini, Stefano Squartini
Weakly Supervised Transfer Learning for Multi-label Appliance Classification. AII (2022)
Luca Serafini, Giulia Tanoni, Emanuele Principi, Susanna Spinsante, Stefano Squartini
A Multiple Instance Regression Approach to Electrical Load Disaggregation. EUSIPCO (2022)
Carlo Aironi, Samuele Cornell, Emanuele Principi, Stefano Squartini
Graph Node Embeddings for ontology-aware Sound Event Classification: an evaluation study. EUSIPCO (2022)
Carlo Aironi, Samuele Cornell, Emanuele Principi, Stefano Squartini
Graph-based Representation of Audio signals for Sound Event Classification. EUSIPCO (2021)
Diego Droghini, Stefano Squartini, Emanuele Principi, Leonardo Gabrielli, Francesco Piazza
Audio Metric Learning by Using Siamese Autoencoders for One-Shot Human Fall Detection. IEEE Trans. Emerg. Top. Comput. Intell. 5 (1) (2021)
Michela Cantarini, Luca Serafini, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini
Emergency Siren Recognition in Urban Scenarios: Synthetic Dataset and Deep Learning Models. ICIC (1) (2020)
Samuele Cornell, Michel Olvera, Manuel Pariente, Giovanni Pepe, Emanuele Principi, Leonardo Gabrielli, Stefano Squartini
Task-Aware Separation for the DCASE 2020 Task 4 Sound Event Detection and Separation Challenge. DCASE (2020)
Marco Severini, Emanuele Principi, Samuele Cornell, Leonardo Gabrielli, Stefano Squartini
Who Cried When: Infant Cry Diarization with Dilated Fully-Convolutional Neural Networks. IJCNN (2020)
Samuele Cornell, Michel Olvera, Manuel Pariente, Giovanni Pepe, Emanuele Principi, Leonardo Gabrielli, Stefano Squartini
Domain-Adversarial Training and Trainable Parallel Front-End for the DCASE 2020 Task 4 Sound Event Detection Challenge. DCASE (2020)
Samuele Cornell, Emanuele Principi, Stefano Squartini
A Novel Adversarial Training Scheme for Deep Neural Network based Speech Enhancement. IJCNN (2020)
Marco Severini, Daniele Ferretti, Emanuele Principi, Stefano Squartini
Automatic Detection of Cry Sounds in Neonatal Intensive Care Units by Using Deep Learning and Acoustic Scene Simulation. IEEE Access 7 (2019)
Fabio Vesperini, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini
Polyphonic Sound Event Detection by Using Capsule Neural Networks. IEEE J. Sel. Top. Signal Process. 13 (2) (2019)
Paolo Vecchiotti, Giovanni Pepe, Emanuele Principi, Stefano Squartini
Detection of activity and position of speakers by using deep neural networks and acoustic data augmentation. Expert Syst. Appl. 134 (2019)
Emanuele Principi, Damiano Rossetti, Stefano Squartini, Francesco Piazza
Unsupervised electric motor fault detection by using deep autoencoders. IEEE CAA J. Autom. Sinica 6 (2) (2019)
Daniele Ferretti, Marco Severini, Emanuele Principi, Annalisa Cenci, Stefano Squartini
Infant Cry Detection in Adverse Acoustic Environments by Using Deep Neural Networks. EUSIPCO (2018)
Fabio Vesperini, Paolo Vecchiotti, Emanuele Principi, Stefano Squartini, Francesco Piazza
Localizing speakers in multiple rooms by using Deep Neural Networks. Comput. Speech Lang. 49 (2018)
Fabio Vesperini, Andrea Galli, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini
Snore Sounds Excitation Localization by Using Scattering Transform and Deep Neural Networks. IJCNN (2018)
Fabio Vesperini, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini
Polyphonic Sound Event Detection by using Capsule Neural Networks. CoRR (2018)
Michele Valenti, Roberto Bonfigli, Emanuele Principi, Stefano Squartini
Exploiting the Reactive Power in Deep Neural Models for Non-Intrusive Load Monitoring. IJCNN (2018)
Paolo Vecchiotti, Emanuele Principi, Stefano Squartini, Francesco Piazza
Deep Neural Networks for Joint Voice Activity Detection and Speaker Localization. EUSIPCO (2018)
Fabio Vesperini, Diego Droghini, Emanuele Principi, Leonardo Gabrielli, Stefano Squartini
Hierarchic Conv Nets Framework for Rare Sound Event Detection. EUSIPCO (2018)
Giovanni Pepe, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini, Luca Cattani
Road Type Classification Using Acoustic Signals: Deep Learning Models and Real-Time Implementation. IIH-MSP (1) (2017)
Michele Valenti, Dario Tonelli, Fabio Vesperini, Emanuele Principi, Stefano Squartini
A neural network approach for sound event detection in real life audio. EUSIPCO (2017)
Diego Droghini, Daniele Ferretti, Emanuele Principi, Stefano Squartini, Francesco Piazza
A Combined One-Class SVM and Template-Matching Approach for User-Aided Human Fall Detection by Means of Floor Acoustic Features. Comput. Intell. Neurosci. 2017 (2017)
Emanuele Principi, Fabio Vesperini, Stefano Squartini, Francesco Piazza
Acoustic novelty detection with adversarial autoencoders. IJCNN (2017)
Fabio Vesperini, Paolo Vecchiotti, Emanuele Principi, Stefano Squartini, Francesco Piazza
Deep neural networks for Multi-Room Voice Activity Detection: Advancements and comparative evaluation. IJCNN (2016)
Roberto Bonfigli, Emanuele Principi, Stefano Squartini, Marco Fagiani, Marco Severini, Francesco Piazza
User-aided footprint extraction for appliance modelling in Non-Intrusive Load Monitoring. SSCI (2016)
Daniele Ferretti, Emanuele Principi, Stefano Squartini, Luigi Mandolini
An experimental study on new features for activity of daily living recognition. IJCNN (2016)
Emanuele Principi, Diego Droghini, Stefano Squartini, Paolo Olivetti, Francesco Piazza
Acoustic cues from the floor: A new approach for fall classification. Expert Syst. Appl. 60 (2016)
Fabio Vesperini, Paolo Vecchiotti, Emanuele Principi, Stefano Squartini, Francesco Piazza
A neural network based algorithm for speaker localization in a multi-room environment. MLSP (2016)
Marco Fagiani, Emanuele Principi, Stefano Squartini, Francesco Piazza
Signer independent isolated Italian sign recognition based on hidden Markov models. Pattern Anal. Appl. 18 (2) (2015)
Giacomo Ferroni, Roberto Bonfigli, Emanuele Principi, Stefano Squartini, Francesco Piazza
A Deep Neural Network approach for Voice Activity Detection in multi-room domestic scenarios. IJCNN (2015)
Emanuele Principi, Stefano Squartini, Erik Cambria, Francesco Piazza
Acoustic template-matching for automatic emergency state detection: An ELM based algorithm. Neurocomputing 149 (2015)
Emanuele Principi, Stefano Squartini, Roberto Bonfigli, Giacomo Ferroni, Francesco Piazza
An integrated system for voice command recognition and emergency detection based on audio signals. Expert Syst. Appl. 42 (13) (2015)
Daniele Liciotti, Giacomo Ferroni, Emanuele Frontoni, Stefano Squartini, Emanuele Principi, Roberto Bonfigli, Primo Zingaretti, Francesco Piazza
Advanced integration of multimedia assistive technologies: A prospective outlook. MESA (2014)
Emanuele Principi, Stefano Squartini, Francesco Piazza
Power Normalized Cepstral Coefficients based supervectors and i-vectors for small vocabulary speech recognition. IJCNN (2014)
Rudy Rotili, Emanuele Principi, Stefano Squartini, Björn W. Schuller
A Real-Time Speech Enhancement Framework in Noisy and Reverberated Acoustic Scenarios. Cogn. Comput. 5 (4) (2013)
Emanuele Principi, Stefano Squartini, Francesco Piazza, Danilo Fuselli, Maurizio Bonifazi
A distributed system for recognizing home automation commands and distress calls in the Italian language. INTERSPEECH (2013)
Emanuele Principi, Rudy Rotili, Martin Wöllmer, Stefano Squartini, Björn W. Schuller
Dominance Detection in a Reverberated Acoustic Scenario. ISNN (1) (2012)
Emanuele Principi, Rudy Rotili, Martin Wöllmer, Florian Eyben, Stefano Squartini, Björn W. Schuller
Real-Time Activity Detection in a Multi-Talker Reverberated Environment. Cogn. Comput. 4 (4) (2012)
Marco Fagiani, Emanuele Principi, Stefano Squartini, Francesco Piazza
A New Italian Sign Language Database. BICS (2012)
Stefano Squartini, Emanuele Principi, Rudy Rotili, Francesco Piazza
Environmental robust speech and speaker recognition through multi-channel histogram equalization. Neurocomputing 78 (1) (2012)
Marco Fagiani, Emanuele Principi, Stefano Squartini, Francesco Piazza
A New System for Automatic Recognition of Italian Sign Language. WIRN (2012)
Rudy Rotili, Emanuele Principi, Stefano Squartini, Björn W. Schuller
A Real-Time Speech Enhancement Framework for Multi-party Meetings. NOLISP (2011)
Rudy Rotili, Emanuele Principi, Martin Wöllmer, Stefano Squartini, Björn W. Schuller
Conversational Speech Recognition in Non-stationary Reverberated Environments. COST 2102 Training School (2011)
Emanuele Principi, Rudy Rotili, Stefano Squartini
Enhanced Multichannel Histogram Equalization for Speech Recognition in noisy acoustic conditions. WIRN (2011)
Rudy Rotili, Emanuele Principi, Stefano Squartini, Björn W. Schuller
Real-Time Speech Recognition in a Multi-talker Reverberated Acoustic Scenario. ICIC (2) (2011)
Rudy Rotili, Emanuele Principi, Stefano Squartini, Francesco Piazza
Real-Time Joint Blind Speech Separation and Dereverberation in Presence of Overlapping Speakers. ISNN (2) (2011)
Stefano Squartini, Emanuele Principi, Simone Cifani, Rudy Rotili, Francesco Piazza
Efficient SNR Driven SPLICE Implementation for Robust Speech Recognition. COST 2102 Conference (2010)
Emanuele Principi, Simone Cifani, Rudy Rotili, Stefano Squartini, Francesco Piazza
Comparative Evaluation of Single-Channel MMSE-Based Noise Reduction Schemes for Speech Recognition. J. Electr. Comput. Eng. 2010 (2010)
Simone Cifani, Emanuele Principi, Rudy Rotili, Stefano Squartini, Francesco Piazza
An Evaluation Study on Speech Feature Densities for Bayesian Estimation in Robust ASR. COST 2102 Training School (2010)
Emanuele Principi, Rudy Rotili, Simone Cifani, Lorenzo Marinelli, Stefano Squartini, Francesco Piazza
Robust speech recognition using feature-domain multi-channel bayesian estimators. ISCAS (2010)
Stefano Squartini, Marco Fagiani, Emanuele Principi, Francesco Piazza
Multichannel Cepstral Domain Feature Warping for Robust Speech Recognition. WIRN (2010)
Cesare Rocchi, Emanuele Principi, Simone Cifani, Rudy Rotili, Stefano Squartini, Francesco Piazza
A real-time Speech-interfaced System for Group Conversation Modeling. WIRN (2009)
Rudy Rotili, Simone Cifani, Emanuele Principi, Stefano Squartini, Francesco Piazza
A robust iterative inverse filtering approach for speech dereverberation in presence of disturbances. APCCAS (2008)
Emanuele Principi, Stefano Squartini, Francesco Piazza
An ICA based approach for blind deconvolution of three-dimensional signals. ISCAS (6) (2005)