Igor Carrara

Publications

Article dans une revue (3)

Geometric Neural Network based on Phase Space for BCI decoding Igor Carrara,Bruno Aristimunha,Marie-Constance Corsi,Raphael Yokoingawa de Camargo,Sylvain Chevallieret al. Journal of Neural Engineering, 2024, ⟨10.1088/1741-2552/ad88a2⟩ Article dans une revue hal-04500580v1
Classification of BCI-EEG based on augmented covariance matrix Igor Carrara,Théodore Papadopoulo IEEE Transactions on Biomedical Engineering, In press, 71 (9), pp.2651-2662. ⟨10.1109/TBME.2024.3386219⟩ Article dans une revue hal-03977680v3
Pseudo-online framework for BCI evaluation : a MOABB perspective Igor Carrara,Théodore Papadopoulo Journal of Neural Engineering, 2024, 21 (1), pp.016003. ⟨10.1088/1741-2552/ad171a⟩ Article dans une revue hal-04182027v1

Poster de conférence (7)

Enhancing Motor Imagery BCI classification with Block-Toeplitz Augmented Covariance Matrices and Siegel metric Igor Carrara,Théodore Papadopoulo CORTICO 2024 - Journée Jeunes Chercheurs en Interfaces Cerveau-Ordinateur et Neurofeedback, May 2024, Nancy, France Poster de conférence hal-04590774v1
Enhancing Motor Imagery BCI classification with Block-Toeplitz Augmented Covariance Matrices and Siegel metric Igor Carrara,Théodore Papadopoulo 2nd EEG Microstate Conference, Jul 2024, Geneva, Suisse, Switzerland Poster de conférence hal-04907249v1
Augmented SPDNet: Second-Order Neural Network for Motor Imagery-Based BCI Igor Carrara,Bruno Aristimunha,Marie-Constance Corsi,Raphael Yokoingawa De Camargo,Sylvain Chevallieret al. Soph.IA summit 2023, Nov 2023, Sophia Antipolis, France Poster de conférence hal-04308549v1
Holographic EEG: multi-view deep learning for BCI Igor Carrara,Bruno Aristimunha,Sylvain Chevallier,Marie-Constance Corsi,Théodore Papadopoulo Journée CORTICO 2023 - COllectif pour la Recherche Transdisciplinaire sur les Interfaces Cerveau-Ordinateur, May 2023, Paris, France. Poster de conférence hal-04095900v1
Toward everyday BCI: Augmented Covariance Method in a reduced dataset settings Igor Carrara,Théodore Papadopoulo Neuromod Meeting 2023, Jun 2023, Antibes, France Poster de conférence hal-04161475v1
Pseudo Online Framework Igor Carrara,Théodore Papadopoulo BCI Society Meeting 2023, Jun 2023, Bruxelles (BE), Belgium Poster de conférence hal-04128689v1
On the use of the &quot;Augmented&quot; autocovariance matrix for the classification of BCI-EEG Igor Carrara,Senellart Agathe Senellart,Théodore Papadopoulo Proceedings of Cortico Days, Mar 2022, Autrans, France Poster de conférence hal-03878705v1

Pré-publication, Document de travail (2)

The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Sylvain Chevallier,Igor Carrara,Bruno Aristimunha,Pierre Guetschel,Sara Sedlaret al. 2024 Pré-publication, Document de travail hal-04537061v1
BT-ACM+TS+SVM: Enhancing Motor Imagery BCI classification with Block-Toeplitz Augmented Covariance Matrices Igor Carrara,Theodore Papadopoulo 2024 Pré-publication, Document de travail hal-04797229v1

Communication dans un congrès (2)

Enhancing computational efficiency of motor imagery BCI classification with Block-Toeplitz augmented covariance matrices and Siegel metric Igor Carrara,Theodore Papadopoulo 9th Graz Brain-Computer Interface Conference, Institute of Neural Engineering, Sep 2024, Graz, Austria Communication dans un congrès hal-04598482v1
On the use of augmented autocorrelation matrix for the classification of BCI-EEG Igor Carrara,Theodore Papadopoulo Neuromod Meeting 2022, Jun 2022, Nice, France Communication dans un congrès hal-03952649v1

Thèse (1)

Advanced methods for BCI-EEG processing for improved classification performance and reproducibility Igor Carrara Artificial Intelligence [cs.AI]. Université Côte d'Azur, 2024. English. ⟨NNT : 2024COAZ4033⟩ Thèse tel-04797267v2