Aurelio Uncini | Ricerc@Sapienza

Pubblicazioni

Titolo	Pubblicato in	Anno
L3DAS22 CHALLENGE: LEARNING 3D AUDIO SOURCES IN A REAL OFFICE ENVIRONMENT	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings	2022
Hypercomplex Image- to- Image Translation	Proceedings of the International Joint Conference on Neural Networks	2022
A multimodal deep network for the reconstruction of T2W MR images	Progresses in Artificial Intelligence and Neural Systems	2021
Efficient data augmentation using graph imputation neural networks	Progresses in Artificial Intelligence and Neural Systems	2021
Quaternion widely linear forecasting of air quality	Progresses in Artificial Intelligence and Neural Systems	2021
Deep recurrent neural networks for audio classification in construction sites	European signal processing conference	2021
A wide multimodal dense U-net for fast magnetic resonance imaging	European signal processing conference	2021
Bayesian Neural Networks with Maximum Mean Discrepancy regularization	NEUROCOMPUTING	2021
Deep Belief Network based audio classification for construction sites monitoring	EXPERT SYSTEMS WITH APPLICATIONS	2021
Flexible generative adversarial networks with non-parametric activation functions	Smart Innovation, Systems and Technologies	2021
A quaternion-valued variational autoencoder	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings	2021
L3DAS21 challenge: machine learning for 3D audio signal processing	IEEE International Workshop on Machine Learning for Signal Processing, MLSP	2021
An information-theoretic perspective on proper quaternion variational autoencoders	ENTROPY	2021
Structured ensembles. An approach to reduce the memory footprint of ensemble methods	NEURAL NETWORKS	2021
Fairdrop. Biased edge dropout for enhancing fairness in graph representation learning	IEEE TRANSACTIONS ON ARTIFICIAL INTELLIGENCE	2021
Music genre classification using stacked auto-encoders	Smart Innovation, Systems and Technologies	2020
Optimized training and scalable implementation of Conditional Deep Neural Networks with early exits for Fog-supported IoT applications	INFORMATION SCIENCES	2020
Efficient continual learning in neural networks with embedding regularization	NEUROCOMPUTING	2020
Complex-valued neural networks with nonparametric activation functions	IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE	2020
Advanced sound classifiers and performance analyses for accurate audio-based construction project monitoring	JOURNAL OF COMPUTING IN CIVIL ENGINEERING	2020