Danilo Comminiello

Pubblicazioni

Titolo Pubblicato in Anno
Attention-map augmentation for hypercomplex breast cancer classification PATTERN RECOGNITION LETTERS 2024
Inverse Design of Thin-Film Metamaterials with a Transformer-based Approach Proc. WIRN 2024 2024
Smart water grids: solutions based on IoT and machine learning International Conference on Innovation, Communication and Engineering (ICICE 2023) 2024
UNet-WD: Deep Learning for Multi-Appliance Water Disaggregation 2024 IFIP Networking Conference (IFIP Networking) 2024
Detecting audio deepfakes: integrating CNN and BiLSTM with multi-feature concatenation IH&MMSec '24: Proceedings of the 2024 ACM Workshop on Information Hiding and Multimedia Security 2024
L3DAS23: Learning 3D Audio Sources for Audio-Visual Extended Reality IEEE OPEN JOURNAL OF SIGNAL PROCESSING 2024
Ship in sight: diffusion models for ship-image super resolution Proceedings of the International Joint Conference on Neural Networks 2024
Efficient functional link adaptive filters based on nearest Kronecker product decomposition ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings 2024
Towards explaining hypercomplex neural networks Proceedings of the International Joint Conference on Neural Networks 2024
Hierarchical hypercomplex network for multimodal emotion recognition 2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP) 2024
Syncfusion: Multimodal Onset-Synchronized Video-to-Audio Foley Synthesis ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings 2024
Spline adaptive exponential functional link filter for nonlinear acoustic echo cancellation Proceedings of 32nd European Signal Processing Conference (EUSIPCO 2024) 2024
Adaptive combination in Frequency Domain: An Approach for Robust Nonlinear Acoustic Echo Cancellation Nineteenth International Conference on COMPUTER AIDED SYSTEMS THEORY - EUROCAST 2024 2024
Dual quaternion ambisonics array for six-degree-of-freedom acoustic representation PATTERN RECOGNITION LETTERS 2023
Learning Speech Emotion Representations in the Quaternion Domain IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING 2023
Visual odometry with depth-wise separable convolution and quaternion neural networks CEUR Workshop Proceedings 2023
A U-Net Based Architecture for Automatic Music Transcription 2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP) 2023
GROUSE. A task and model agnostic wavelet-driven framework for medical imaging IEEE SIGNAL PROCESSING LETTERS 2023
Sailing the SeaFormer. A transformer-based model for vessel route forecasting IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2023
StawGAN: Structural-Aware Generative Adversarial Networks for Infrared Image Translation Proceedings - IEEE International Symposium on Circuits and Systems 2023

ERC

  • PE6_6
  • PE6_7
  • PE6_8
  • PE6_11
  • PE7_7

KET

  • Big data & computing
  • Life-science technologies & biotechnologies
  • Sustainable technologies & development

Interessi di ricerca

His research interests concern circuits and algorithms for machine learning and deep learning, with particular focus on audio processing and biomedical imaging.

Keywords

deep learning
machine learning
audio processing
3D audio
biomedical analysis
biomedical imaging
adaptive algorithms
nonlinear system identification
echo cancellation
generative adversarial models (GANs)
quaternion neural networks
Quaternion-Valued Adaptive Filtering
Regularization techniques
Speech recognition

Progetti di Ricerca

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