Danilo Comminiello | Ricerc@Sapienza

Publications

Title	Published on	Year
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

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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

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

HYD3A: Hypercomplex Deep Learning for 3D Audio Analysis

Gruppi di ricerca

ISPAMM - Intelligent Signal Processing and MulitiMedia