Publications

Preprints

2021
EEG-based Decoding of Auditory Attention to a Target Instrument for Neuro-steered Music Source Separation
Giorgia Cantisani, Slim Essid, Gaël Richard.

Peer Reviewed

2021
User-guided one-shot deep model adaptation for music source separation
Giorgia Cantisani, Alexey Ozerov, Slim Essid, Gaël Richard
in IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2021.

2021
Neuro-steered music source separation with EEG-based auditory attention decoding and contrastive-NMF
Giorgia Cantisani, Slim Essid, Gaël Richard
in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021.

2019
EEG-based decoding of auditory attention to a target instrument in polyphonic music
Giorgia Cantisani, Slim Essid, Gaël Richard
in IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019.

2019
MAD-EEG: an EEG dataset for decoding auditory attention to a target instrument in polyphonic music
Giorgia Cantisani, Gabriel Trégoat, Slim Essid, Gaël Richard
in Proc. of Speech, Music and Mind (SMM), Satellite Workshop of Interspeech, 2019.

2015
A supervised learning approach for the robust detection of heart beat in plethysmographic data
Enrico Grisan, Giorgia Cantisani, Giacomo Tarroni, Seung Keun Yoon, Michele Rossi
in 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2015.

Thesis

2018
Transfer Learning and Data Augmentation for Semantic Segmentation in Histopathology
Giorgia Cantisani - supervised by Elisa Ficarra, Santa Di Cataldo, Francesco Ponzio
Politecnico di Torino, 2018.

2015
A supervised learning approach for the robust detection of heart beat in plethysmographic data
Giorgia Cantisani - supervised by Enrico Grisan
Universitá degli Studi di Padova, 2015.

Presentations

2021
Neuro-Steered Music Source Separation
Giorgia Cantisani
Talk at MIP-Frontiers Final Workshop, 2021.

2020
Conditioned-U-Net for Singing Voice Separation
Kilian Schulze-Forster, Giorgia Cantisani
Talk at MIP frontiers virtual workshop at MTG, Barcelona, Spain, 2020.

2019
Decoding auditory attention in polyphonic music based on EEG: a new dataset and a preliminary study
Giorgia Cantisani
Talk at Auditory EEG Signal Processing (AESoP) Symposium at KU Leuven, Leuven, Belgium, 2019.

2018
Multimodal Music Recording Remastering
Giorgia Cantisani
Poster at Digital Music Research Network Workshop (DMRN+13) at Queen Mary University of London, 2018.