Danilo Comminiello

Pubblicazioni

Titolo Pubblicato in Anno
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
Dual quaternion rotational and translational equivariance in 3D rigid motion modelling IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2023
PHYDI. Initializing parameterized hypercomplex neural networks as identity functions IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2023
Quaternion anti-transfer learning for speech emotion recognition IEEE Workshop on Applications of Signal Processing to Audio and Acoustics 2023
Leaky Echo State Network for Audio Classification in Construction Sites Smart Innovation, Systems and Technologies 2023
Generating New Sounds by Vector Arithmetic in the Latent Space of the MelGAN Architecture Smart Innovation, Systems and Technologies 2023
Frequency-domain functional links for nonlinear feedback cancellation in hearing aids ICASSPW 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing Workshops, Proceedings 2023
Hypercomplex multimodal emotion recognition from EEG and peripheral physiological signals ICASSPW 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing Workshops, Proceedings 2023
Semantic Communications Based on Adaptive Generative Models and Information Bottleneck IEEE COMMUNICATIONS MAGAZINE 2023
Quaternion gated recurrent units for renewable energy. Improving power forecasting Proceedings of the 30th IEEE International Conference on Electronics, Circuits and Systems (ICECS 2023) 2023
Quaternion neural networks for multidimensional applications. An Overview ICECS 2023 - 2023 30th IEEE International Conference on Electronics, Circuits and Systems: Technosapiens for Saving Humanity 2023
Quaternion generative adversarial networks Generative Adversarial Learning: Architectures and Applications 2022
Efficient Sound Event Localization and Detection in the Quaternion Domain IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS 2022
CoVal-SGAN: A Complex-Valued Spectral GAN architecture for the effective audio data augmentation in construction sites Proceedings of 2022 International Joint Conference on Neural Networks (IJCNN) 2022

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

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