Emanuele Principi

72 papers A 1B 10C 2Misc 1Journal 21Unranked 31

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A deep learning based method for reference-free full-field strain measurement. Eng. Appl. Artif. Intell. Marco Rossi, Giulia Tanoni, Veronica Ilari, Marco Sasso, Emanuele Principi
2025	C	`conf`	A Deep Cascade Framework for Non-Intrusive Power Disaggregation in Solar-Powered Households. ISCAS Giulia Tanoni, Redemptor Laceda Taloma, Emanuele Principi, Danilo Comminiello, Stefano Squartini
2025	J	`jnl`	A weakly supervised active learning framework for non-intrusive load monitoring. Integr. Comput. Aided Eng. Giulia Tanoni, Tamara Sobot, Emanuele Principi, Vladimir Stankovic, Lina Stankovic, Stefano Squartini
2025	B	`conf`	Contextual Pooling for Multiple-Instance Learning-based Non-Intrusive Load Monitoring. IJCNN Giulia Tanoni, Emanuele Principi, Paolo Vitulli, Luigi Mandolini, Stefano Squartini
2025	J	`jnl`	Interpretability and reliability-driven knowledge distillation for non-intrusive load monitoring on the edge. Expert Syst. Appl. Djordje Batic, Giulia Tanoni, Emanuele Principi, Lina Stankovic, Vladimir Stankovic, Stefano Squartini
2024	J	`jnl`	Knowledge Distillation for Scalable Nonintrusive Load Monitoring. IEEE Trans. Ind. Informatics Giulia Tanoni, Lina Stankovic, Vladimir Stankovic, Stefano Squartini, Emanuele Principi
2023	—	`conf`	Appliance-Incremental Learning for Non-Intrusive Load Monitoring. SmartGridComm Giulia Tanoni, Emanuele Principi, Luigi Mandolini, Stefano Squartini
2023	Misc	`conf`	Improving Knowledge Distillation for Non-Intrusive Load Monitoring Through Explainability Guided Learning. ICASSP Djordje Batic, Giulia Tanoni, Lina Stankovic, Vladimir Stankovic, Emanuele Principi
2023	—	`conf`	Joint Detection and Active Cancellation of Snoring Signals in Real-Time. IS2 Luca Serafini, Valeria Bruschi, Stefano Nobili, Emanuele Principi, Stefania Cecchi, Stefano Squartini
2023	J	`jnl`	Multilabel Appliance Classification With Weakly Labeled Data for Non-Intrusive Load Monitoring. IEEE Trans. Smart Grid Giulia Tanoni, Emanuele Principi, Stefano Squartini
2022	—	`conf`	A Multiple Instance Regression Approach to Electrical Load Disaggregation. EUSIPCO Luca Serafini, Giulia Tanoni, Emanuele Principi, Susanna Spinsante, Stefano Squartini
2022	—	`conf`	Graph Node Embeddings for ontology-aware Sound Event Classification: an evaluation study. EUSIPCO Carlo Aironi, Samuele Cornell, Emanuele Principi, Stefano Squartini
2022	—	`conf`	Weakly Supervised Transfer Learning for Multi-label Appliance Classification. AII Giulia Tanoni, Emanuele Principi, Luigi Mandolini, Stefano Squartini
2021	J	`jnl`	Audio Metric Learning by Using Siamese Autoencoders for One-Shot Human Fall Detection. IEEE Trans. Emerg. Top. Comput. Intell. Diego Droghini, Stefano Squartini, Emanuele Principi, Leonardo Gabrielli, Francesco Piazza
2021	—	`conf`	Graph-based Representation of Audio signals for Sound Event Classification. EUSIPCO Carlo Aironi, Samuele Cornell, Emanuele Principi, Stefano Squartini
2020	B	`conf`	A Novel Adversarial Training Scheme for Deep Neural Network based Speech Enhancement. IJCNN Samuele Cornell, Emanuele Principi, Stefano Squartini
2020	—	`ch.`	Convolutional Recurrent Neural Networks and Acoustic Data Augmentation for Snore Detection. Neural Approaches to Dynamics of Signal Exchanges Fabio Vesperini, Luca Romeo, Emanuele Principi, Andrea Monteriù, Stefano Squartini
2020	—	`conf`	Domain-Adversarial Training and Trainable Parallel Front-End for the DCASE 2020 Task 4 Sound Event Detection Challenge. DCASE Samuele Cornell, Michel Olvera, Manuel Pariente, Giovanni Pepe, Emanuele Principi, Leonardo Gabrielli, Stefano Squartini
2020	—	`conf`	Emergency Siren Recognition in Urban Scenarios: Synthetic Dataset and Deep Learning Models. ICIC (1) Michela Cantarini, Luca Serafini, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini
2020	—	`ch.`	Neural Beamforming for Speech Enhancement: Preliminary Results. Neural Advances in Processing Nonlinear Dynamic Signals Stefano Tomassetti, Leonardo Gabrielli, Emanuele Principi, Daniele Ferretti, Stefano Squartini
2020	—	`conf`	Task-Aware Separation for the DCASE 2020 Task 4 Sound Event Detection and Separation Challenge. DCASE Samuele Cornell, Michel Olvera, Manuel Pariente, Giovanni Pepe, Emanuele Principi, Leonardo Gabrielli, Stefano Squartini
2020	B	`conf`	Who Cried When: Infant Cry Diarization with Dilated Fully-Convolutional Neural Networks. IJCNN Marco Severini, Emanuele Principi, Samuele Cornell, Leonardo Gabrielli, Stefano Squartini
2019	—	`ch.`	An End-To-End Unsupervised Approach Employing Convolutional Neural Network Autoencoders for Human Fall Detection. Quantifying and Processing Biomedical and Behavioral Signals Diego Droghini, Daniele Ferretti, Emanuele Principi, Stefano Squartini, Francesco Piazza
2019	J	`jnl`	Automatic Detection of Cry Sounds in Neonatal Intensive Care Units by Using Deep Learning and Acoustic Scene Simulation. IEEE Access Marco Severini, Daniele Ferretti, Emanuele Principi, Stefano Squartini
2019	J	`jnl`	Detection of activity and position of speakers by using deep neural networks and acoustic data augmentation. Expert Syst. Appl. Paolo Vecchiotti, Giovanni Pepe, Emanuele Principi, Stefano Squartini
2019	J	`jnl`	Polyphonic Sound Event Detection by Using Capsule Neural Networks. IEEE J. Sel. Top. Signal Process. Fabio Vesperini, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini
2019	J	`jnl`	Unsupervised electric motor fault detection by using deep autoencoders. IEEE CAA J. Autom. Sinica Emanuele Principi, Damiano Rossetti, Stefano Squartini, Francesco Piazza
2018	—	`ch.`	Convolutional Neural Networks with 3-D Kernels for Voice Activity Detection in a Multiroom Environment. Multidisciplinary Approaches to Neural Computing Paolo Vecchiotti, Fabio Vesperini, Emanuele Principi, Stefano Squartini, Francesco Piazza
2018	—	`conf`	Deep Neural Networks for Joint Voice Activity Detection and Speaker Localization. EUSIPCO Paolo Vecchiotti, Emanuele Principi, Stefano Squartini, Francesco Piazza
2018	B	`conf`	Exploiting the Reactive Power in Deep Neural Models for Non-Intrusive Load Monitoring. IJCNN Michele Valenti, Roberto Bonfigli, Emanuele Principi, Stefano Squartini
2018	—	`conf`	Hierarchic Conv Nets Framework for Rare Sound Event Detection. EUSIPCO Fabio Vesperini, Diego Droghini, Emanuele Principi, Leonardo Gabrielli, Stefano Squartini
2018	—	`ch.`	Human Fall Detection by Using an Innovative Floor Acoustic Sensor. Multidisciplinary Approaches to Neural Computing Diego Droghini, Emanuele Principi, Stefano Squartini, Paolo Olivetti, Francesco Piazza
2018	—	`conf`	Infant Cry Detection in Adverse Acoustic Environments by Using Deep Neural Networks. EUSIPCO Daniele Ferretti, Marco Severini, Emanuele Principi, Annalisa Cenci, Stefano Squartini
2018	J	`jnl`	Localizing speakers in multiple rooms by using Deep Neural Networks. Comput. Speech Lang. Fabio Vesperini, Paolo Vecchiotti, Emanuele Principi, Stefano Squartini, Francesco Piazza
2018	J	`jnl`	Polyphonic Sound Event Detection by using Capsule Neural Networks. CoRR Fabio Vesperini, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini
2018	B	`conf`	Snore Sounds Excitation Localization by Using Scattering Transform and Deep Neural Networks. IJCNN Fabio Vesperini, Andrea Galli, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini
2017	J	`jnl`	A Combined One-Class SVM and Template-Matching Approach for User-Aided Human Fall Detection by Means of Floor Acoustic Features. Comput. Intell. Neurosci. Diego Droghini, Daniele Ferretti, Emanuele Principi, Stefano Squartini, Francesco Piazza
2017	—	`conf`	A neural network approach for sound event detection in real life audio. EUSIPCO Michele Valenti, Dario Tonelli, Fabio Vesperini, Emanuele Principi, Stefano Squartini
2017	B	`conf`	Acoustic novelty detection with adversarial autoencoders. IJCNN Emanuele Principi, Fabio Vesperini, Stefano Squartini, Francesco Piazza
2017	—	`conf`	Road Type Classification Using Acoustic Signals: Deep Learning Models and Real-Time Implementation. IIH-MSP (1) Giovanni Pepe, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini, Luca Cattani
2016	—	`conf`	A neural network based algorithm for speaker localization in a multi-room environment. MLSP Fabio Vesperini, Paolo Vecchiotti, Emanuele Principi, Stefano Squartini, Francesco Piazza
2016	J	`jnl`	Acoustic cues from the floor: A new approach for fall classification. Expert Syst. Appl. Emanuele Principi, Diego Droghini, Stefano Squartini, Paolo Olivetti, Francesco Piazza
2016	B	`conf`	An experimental study on new features for activity of daily living recognition. IJCNN Daniele Ferretti, Emanuele Principi, Stefano Squartini, Luigi Mandolini
2016	B	`conf`	Deep neural networks for Multi-Room Voice Activity Detection: Advancements and comparative evaluation. IJCNN Fabio Vesperini, Paolo Vecchiotti, Emanuele Principi, Stefano Squartini, Francesco Piazza
2016	—	`ch.`	ELM Based Algorithms for Acoustic Template Matching in Home Automation Scenarios: Advancements and Performance Analysis. Recent Advances in Nonlinear Speech Processing Giulio della Porta, Emanuele Principi, Giacomo Ferroni, Stefano Squartini, Amir Hussain, Francesco Piazza
2016	—	`conf`	User-aided footprint extraction for appliance modelling in Non-Intrusive Load Monitoring. SSCI Roberto Bonfigli, Emanuele Principi, Stefano Squartini, Marco Fagiani, Marco Severini, Francesco Piazza
2015	B	`conf`	A Deep Neural Network approach for Voice Activity Detection in multi-room domestic scenarios. IJCNN Giacomo Ferroni, Roberto Bonfigli, Emanuele Principi, Stefano Squartini, Francesco Piazza
2015	J	`jnl`	Acoustic template-matching for automatic emergency state detection: An ELM based algorithm. Neurocomputing Emanuele Principi, Stefano Squartini, Erik Cambria, Francesco Piazza
2015	J	`jnl`	An integrated system for voice command recognition and emergency detection based on audio signals. Expert Syst. Appl. Emanuele Principi, Stefano Squartini, Roberto Bonfigli, Giacomo Ferroni, Francesco Piazza
2015	J	`jnl`	Signer independent isolated Italian sign recognition based on hidden Markov models. Pattern Anal. Appl. Marco Fagiani, Emanuele Principi, Stefano Squartini, Francesco Piazza
2014	—	`conf`	Advanced integration of multimedia assistive technologies: A prospective outlook. MESA Daniele Liciotti, Giacomo Ferroni, Emanuele Frontoni, Stefano Squartini, Emanuele Principi, Roberto Bonfigli, Primo Zingaretti, Francesco Piazza
2014	B	`conf`	Power Normalized Cepstral Coefficients based supervectors and i-vectors for small vocabulary speech recognition. IJCNN Emanuele Principi, Stefano Squartini, Francesco Piazza
2013	J	`jnl`	A Real-Time Speech Enhancement Framework in Noisy and Reverberated Acoustic Scenarios. Cogn. Comput. Rudy Rotili, Emanuele Principi, Stefano Squartini, Björn W. Schuller
2013	A	`conf`	A distributed system for recognizing home automation commands and distress calls in the Italian language. INTERSPEECH Emanuele Principi, Stefano Squartini, Francesco Piazza, Danilo Fuselli, Maurizio Bonifazi
2012	—	`conf`	A New Italian Sign Language Database. BICS Marco Fagiani, Emanuele Principi, Stefano Squartini, Francesco Piazza
2012	—	`conf`	A New System for Automatic Recognition of Italian Sign Language. WIRN Marco Fagiani, Emanuele Principi, Stefano Squartini, Francesco Piazza
2012	—	`conf`	Dominance Detection in a Reverberated Acoustic Scenario. ISNN (1) Emanuele Principi, Rudy Rotili, Martin Wöllmer, Stefano Squartini, Björn W. Schuller
2012	J	`jnl`	Environmental robust speech and speaker recognition through multi-channel histogram equalization. Neurocomputing Stefano Squartini, Emanuele Principi, Rudy Rotili, Francesco Piazza
2012	J	`jnl`	Real-Time Activity Detection in a Multi-Talker Reverberated Environment. Cogn. Comput. Emanuele Principi, Rudy Rotili, Martin Wöllmer, Florian Eyben, Stefano Squartini, Björn W. Schuller
2011	—	`conf`	A Real-Time Speech Enhancement Framework for Multi-party Meetings. NOLISP Rudy Rotili, Emanuele Principi, Stefano Squartini, Björn W. Schuller
2011	—	`conf`	Conversational Speech Recognition in Non-stationary Reverberated Environments. COST 2102 Training School Rudy Rotili, Emanuele Principi, Martin Wöllmer, Stefano Squartini, Björn W. Schuller
2011	—	`conf`	Enhanced Multichannel Histogram Equalization for Speech Recognition in noisy acoustic conditions. WIRN Emanuele Principi, Rudy Rotili, Stefano Squartini
2011	—	`conf`	Real-Time Joint Blind Speech Separation and Dereverberation in Presence of Overlapping Speakers. ISNN (2) Rudy Rotili, Emanuele Principi, Stefano Squartini, Francesco Piazza
2011	—	`conf`	Real-Time Speech Recognition in a Multi-talker Reverberated Acoustic Scenario. ICIC (2) Rudy Rotili, Emanuele Principi, Stefano Squartini, Björn W. Schuller
2010	—	`conf`	An Evaluation Study on Speech Feature Densities for Bayesian Estimation in Robust ASR. COST 2102 Training School Simone Cifani, Emanuele Principi, Rudy Rotili, Stefano Squartini, Francesco Piazza
2010	J	`jnl`	Comparative Evaluation of Single-Channel MMSE-Based Noise Reduction Schemes for Speech Recognition. J. Electr. Comput. Eng. Emanuele Principi, Simone Cifani, Rudy Rotili, Stefano Squartini, Francesco Piazza
2010	—	`conf`	Efficient SNR Driven SPLICE Implementation for Robust Speech Recognition. COST 2102 Conference Stefano Squartini, Emanuele Principi, Simone Cifani, Rudy Rotili, Francesco Piazza
2010	—	`conf`	Multichannel Cepstral Domain Feature Warping for Robust Speech Recognition. WIRN Stefano Squartini, Marco Fagiani, Emanuele Principi, Francesco Piazza
2010	C	`conf`	Robust speech recognition using feature-domain multi-channel bayesian estimators. ISCAS Emanuele Principi, Rudy Rotili, Simone Cifani, Lorenzo Marinelli, Stefano Squartini, Francesco Piazza
2009	—	`conf`	A real-time Speech-interfaced System for Group Conversation Modeling. WIRN Cesare Rocchi, Emanuele Principi, Simone Cifani, Rudy Rotili, Stefano Squartini, Francesco Piazza
2008	—	`conf`	A robust iterative inverse filtering approach for speech dereverberation in presence of disturbances. APCCAS Rudy Rotili, Simone Cifani, Emanuele Principi, Stefano Squartini, Francesco Piazza
2005	—	`conf`	An ICA based approach for blind deconvolution of three-dimensional signals. ISCAS (6) Emanuele Principi, Stefano Squartini, Francesco Piazza