D. Comminiello

Most-cited papers

Generative Semantic Communication: Diffusion Models Beyond Bit Recovery
E. Grassucci, S. Barbarossa, D. Comminiello
2023IEEE Transactions on Cognitive Communications and Networking110 citations Open access
Semantic Scholar
Gramian Multimodal Representation Learning and Alignment
Giordano Cicchetti, E. Grassucci, Luigi Sigillo, D. Comminiello
2024International Conference on Learning Representations77 citations
Semantic Scholar
Quaternion Convolutional Neural Networks for Detection and Localization of 3D Sound Events
D. Comminiello, Marco Lella, Simone Scardapane, A. Uncini
2018IEEE International Conference on Acoustics, Speech, and Signal Processing66 citations Open access
Semantic Scholar
L3DAS22 Challenge: Learning 3D Audio Sources in a Real Office Environment
E. Guizzo, Christian Marinoni, Marco Pennese, Xinlei Ren +5 more
2022IEEE International Conference on Acoustics, Speech, and Signal Processing64 citations Open access
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Diffusion Models for Audio Semantic Communication
E. Grassucci, Christian Marinoni, Andrea Rodriguez, D. Comminiello
2023IEEE International Conference on Acoustics, Speech, and Signal Processing58 citations Open access
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Semantic Communications Based on Adaptive Generative Models and Information Bottleneck
S. Barbarossa, D. Comminiello, E. Grassucci, Francesco Pezone +2 more
2023IEEE Communications Magazine53 citations Open access
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PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions
E. Grassucci, Aston Zhang, D. Comminiello
2021IEEE Transactions on Neural Networks and Learning Systems50 citations Open access
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Quaternion Generative Adversarial Networks
E. Grassucci, Edoardo Cicero, D. Comminiello
2021Intelligent Systems Reference Library42 citations Open access
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Language-Oriented Semantic Latent Representation for Image Transmission
Giordano Cicchetti, E. Grassucci, Jihong Park, Jin-Ho Choi +2 more
2024International Workshop on Machine Learning for Signal Processing37 citations Open access
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Frequency domain quaternion adaptive filters: Algorithms and convergence performance
Francesca Ortolani, D. Comminiello, Michele Scarpiniti, A. Uncini
2017Signal Processing37 citations
Semantic Scholar
Deep Recurrent Neural Networks for Audio Classification in Construction Sites
Michele Scarpiniti, D. Comminiello, A. Uncini, Yong-Cheol Lee
2021European Signal Processing Conference36 citations Open access
Semantic Scholar
Syncfusion: Multimodal Onset-Synchronized Video-to-Audio Foley Synthesis
Marco Comunità, R. F. Gramaccioni, Emilian Postolache, E. Rodolà +2 more
2023IEEE International Conference on Acoustics, Speech, and Signal Processing35 citations Open access
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L3DAS21 Challenge: Machine Learning for 3D Audio Signal Processing
E. Guizzo, R. F. Gramaccioni, Saeid Jamili, Christian Marinoni +10 more
2021International Workshop on Machine Learning for Signal Processing33 citations Open access
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Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals
E. Lopez, Eleonora Chiarantano, E. Grassucci, D. Comminiello
20232023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW)32 citations Open access
Semantic Scholar
Differentiable Branching In Deep Networks for Fast Inference
Simone Scardapane, D. Comminiello, Michele Scarpiniti, E. Baccarelli +1 more
2020IEEE International Conference on Acoustics, Speech, and Signal Processing32 citations
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Enhancing Semantic Communication with Deep Generative Models: An Overview
E. Grassucci, Yuki Mitsufuji, Ping Zhang, D. Comminiello
2024IEEE International Conference on Acoustics, Speech, and Signal Processing27 citations
Semantic Scholar
Generative AI Meets Semantic Communication: Evolution and Revolution of Communication Tasks
E. Grassucci, Jihong Park, S. Barbarossa, Seong-Lyun Kim +2 more
2024arXiv.org27 citations
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A Quaternion-Valued Variational Autoencoder
E. Grassucci, D. Comminiello, A. Uncini
2020IEEE International Conference on Acoustics, Speech, and Signal Processing25 citations Open access
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Attention-Map Augmentation for Hypercomplex Breast Cancer Classification
E. Lopez, Filippo Betello, Federico Carmignani, E. Grassucci +1 more
2023Pattern Recognition Letters24 citations Open access
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A TRIANGLE Enables Multimodal Alignment Beyond Cosine Similarity
Giordano Cicchetti, E. Grassucci, D. Comminiello
2025Neural Information Processing Systems21 citations
Semantic Scholar
Detecting Audio Deepfakes: Integrating CNN and BiLSTM with Multi-Feature Concatenation
T. Wani, Syed Asif Ahmad Qadri, D. Comminiello, Irene Amerini
2024Information Hiding and Multimedia Security Workshop21 citations Open access
Semantic Scholar
An Information-Theoretic Perspective on Proper Quaternion Variational Autoencoders
E. Grassucci, D. Comminiello, A. Uncini
2021Entropy21 citations Open access
Semantic Scholar
A Multimodal Dense U-Net For Accelerating Multiple Sclerosis MRI
Antonio Falvo, D. Comminiello, Simone Scardapane, Michele Scarpiniti +1 more
2019International Workshop on Machine Learning for Signal Processing21 citations
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Combined nonlinear filtering architectures involving sparse functional link adaptive filters
D. Comminiello, Michele Scarpiniti, L. A. Azpicueta-Ruiz, J. Arenas-García +1 more
2017Signal Processing21 citations Open access
Semantic Scholar
Lightweight Diffusion Models for Resource-Constrained Semantic Communication
E. Grassucci, G. Pignata, Giordano Cicchetti, D. Comminiello
2024IEEE Wireless Communications Letters20 citations Open access
Semantic Scholar
Quaternion Neural Networks for 3D Sound Source Localization in Reverberant Environments
Michela Ricciardi Celsi, Simone Scardapane, D. Comminiello
2020International Workshop on Machine Learning for Signal Processing20 citations
Semantic Scholar
Compressing deep quaternion neural networks with targeted regularization
R. Vecchi, Simone Scardapane, D. Comminiello, A. Uncini
2019CAAI Transactions on Intelligence Technology20 citations Open access
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A New Class of Efficient Adaptive Filters for Online Nonlinear Modeling
D. Comminiello, Alireza Nezamdoust, Simone Scardapane, Michele Scarpiniti +2 more
2021IEEE Transactions on Systems, Man & Cybernetics. Systems19 citations Open access
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Generalizing Medical Image Representations via Quaternion Wavelet Networks
Luigi Sigillo, E. Grassucci, A. Uncini, D. Comminiello
2023Neurocomputing18 citations Open access
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Dual Quaternion Ambisonics Array for Six-Degree-of-Freedom Acoustic Representation
E. Grassucci, Gioia Mancini, Christian Brignone, A. Uncini +1 more
2022Pattern Recognition Letters18 citations Open access
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Efficient Sound Event Localization and Detection in the Quaternion Domain
Christian Brignone, Gioia Mancini, E. Grassucci, A. Uncini +1 more
2022IEEE Transactions on Circuits and Systems - II - Express Briefs18 citations
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Full proportionate functional link adaptive filters for nonlinear acoustic echo cancellation
D. Comminiello, Michele Scarpiniti, L. A. Azpicueta-Ruiz, J. Arenas-García +1 more
2017European Signal Processing Conference18 citations
Semantic Scholar
NAF-DPM: A Nonlinear Activation-Free Diffusion Probabilistic Model for Document Enhancement
Giordano Cicchetti, D. Comminiello
2024arXiv.org17 citations
Semantic Scholar
Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models
E. Lopez, Luigi Sigillo, Federica Colonnese, Massimo Panella +1 more
2024IEEE International Conference on Acoustics, Speech, and Signal Processing17 citations Open access
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StawGAN: Structural-Aware Generative Adversarial Networks for Infrared Image Translation
Luigi Sigillo, E. Grassucci, D. Comminiello
2023International Symposium on Circuits and Systems15 citations Open access
Semantic Scholar
Multi-View Hypercomplex Learning for Breast Cancer Screening
E. Lopez, E. Grassucci, D. Comminiello
2022IEEE Access15 citations Open access
Semantic Scholar
On 4-Dimensional Hypercomplex Algebras in Adaptive Signal Processing
Francesca Ortolani, D. Comminiello, Michele Scarpiniti, A. Uncini
2017Neural Advances in Processing Nonlinear Dynamic Signals15 citations
Semantic Scholar
GROUSE: A Task and Model Agnostic Wavelet- Driven Framework for Medical Imaging
E. Grassucci, Luigi Sigillo, A. Uncini, D. Comminiello
2023IEEE Signal Processing Letters14 citations Open access
Semantic Scholar
Hierarchical Hypercomplex Network for Multimodal Emotion Recognition
E. Lopez, A. Uncini, D. Comminiello
2024International Workshop on Machine Learning for Signal Processing13 citations Open access
Semantic Scholar
Frequency-domain Adaptive Filtering: from Real to Hypercomplex Signal Processing
D. Comminiello, Michele Scarpiniti, R. Parisi, A. Uncini
2019IEEE International Conference on Acoustics, Speech, and Signal Processing12 citations
Semantic Scholar
Convex Combination of Spline Adaptive Filters
Michele Scarpiniti, D. Comminiello, A. Uncini
2019European Signal Processing Conference12 citations
Semantic Scholar
PHemoNet: A Multimodal Network for Physiological Signals
E. Lopez, A. Uncini, D. Comminiello
2024International Forum on Research and Technologies for Society and Industry Leveraging a better tomorrow11 citations Open access
Semantic Scholar
A Multimodal Deep Network for the Reconstruction of T2W MR Images
Antonio Falvo, D. Comminiello, Simone Scardapane, Giorgio Finesi +2 more
2019Intelligent Information Hiding and Multimedia Signal Processing10 citations Open access
Semantic Scholar
Latent Wavelet Diffusion For Ultra-High-Resolution Image Synthesis
Luigi Sigillo, Sheng-Feng He, D. Comminiello
20259 citations
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L3DAS23: Learning 3D Audio Sources for Audio-Visual Extended Reality
R. F. Gramaccioni, Christian Marinoni, Changan Chen, A. Uncini +1 more
2024IEEE Open Journal of Signal Processing9 citations Open access
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Overview of the L3DAS23 Challenge on Audio-Visual Extended Reality
Christian Marinoni, R. F. Gramaccioni, Changan Chen, A. Uncini +1 more
2023IEEE International Conference on Acoustics, Speech, and Signal Processing9 citations Open access
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Hypercomplex Image- to- Image Translation
E. Grassucci, Luigi Sigillo, A. Uncini, D. Comminiello
2022IEEE International Joint Conference on Neural Network9 citations Open access
Semantic Scholar
Music Genre Classification Using Stacked Auto-Encoders
Michele Scarpiniti, Simone Scardapane, D. Comminiello, A. Uncini
2020Neural Approaches to Dynamics of Signal Exchanges9 citations
Semantic Scholar
Sparse functional link adaptive filter using an ℓ1-norm regularization
D. Comminiello, Michele Scarpiniti, Simone Scardapane, A. Uncini
2018International Symposium on Circuits and Systems8 citations
Semantic Scholar
Improving Graph Convolutional Networks with Non-Parametric Activation Functions
Simone Scardapane, S. Van Vaerenbergh, D. Comminiello, A. Uncini
2018European Signal Processing Conference8 citations Open access
Semantic Scholar