Giulia Lioi

38
Documents
Affiliations actuelles
  • Département Mathematical and Electrical Engineering (IMT Atlantique - MEE)
  • Equipe Better Representations for Artificial Intelligence (Lab_STICC_BRAIn)

Compétences

Deep Learning, Neuroimaging, Signal Processing

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Publications

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EEG-fMRI neurofeedback versus motor imagery after stroke, a randomized controlled trial

Simon Butet , Mathis Fleury , Quentin Duché , Elise Bannier , Giulia Lioi et al.

Journal of NeuroEngineering and Rehabilitation, 2025, 22 (1), pp.67. ⟨10.1186/s12984-025-01598-9⟩

Article dans une revue hal-05007645v1
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Structure–function coupling and decoupling during movie watching and resting state: Novel insights bridging EEG and structural imaging

Venkatesh Subramanian , Giulia Lioi , Karim Jerbi , Nicolas Farrugia

Imaging Neuroscience, 2025, 3, pp.a_00448. ⟨10.1162/imag_a_00448⟩

Article dans une revue hal-05245591v1
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Evaluating lesion-specific preprocessing pipelines for rs-fMRI in stroke patients: Impact on functional connectivity and behavioral prediction

Alix Lamouroux , Julie Coloigner , Pierre Maurel , Nicolas Farrugia , Giulia Lioi

Imaging Neuroscience, 2025, 3, pp.1-16. ⟨10.1162/IMAG.a.6⟩

Article dans une revue hal-05115858v1

fMRIStroke: A preprocessing pipeline for fMRI Data from Stroke patients

Alix Lamouroux , Giulia Lioi , Julie Coloigner , Pierre Maurel , Nicolas Farrugia

Journal of Open Source Software, 2024, 9 (103), pp.6636. ⟨10.21105/joss.06636⟩

Article dans une revue hal-04837034v1
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A Strong and Simple Deep Learning Baseline for BCI Motor Imagery Decoding

Yassine El Ouahidi , Vincent Gripon , Bastien Pasdeloup , Ghaith Bouallegue , Nicolas Farrugia et al.

IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2024, 32, pp.3338-3347. ⟨10.1109/TNSRE.2024.3451010⟩

Article dans une revue hal-05002793v1
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Easy—Ensemble Augmented-Shot-Y-Shaped Learning: State-of-The-Art Few-Shot Classification with Simple Components

Yassir Bendou , Yuqing Hu , Raphael Lafargue , Giulia Lioi , Bastien Pasdeloup et al.

Journal of Imaging, 2022, 8 (7), pp.179. ⟨10.3390/jimaging8070179⟩

Article dans une revue hal-03714237v1
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Gradients of connectivity as graph Fourier bases of brain activity

Giulia Lioi , Vincent Gripon , Abdelbasset Brahim , François Rousseau , Nicolas Farrugia

Network Neuroscience, 2021, 5 (2), pp.322-336. ⟨10.1162/netn_a_00183⟩

Article dans une revue hal-03238786v1
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The impact of Neurofeedback on effective connectivity networks in chronic stroke patients: an exploratory study

Giulia Lioi , Adolfo Veliz , Julie Coloigner , Quentin Duché , Simon Butet et al.

Journal of Neural Engineering, 2021, 18 (5), pp.056052. ⟨10.1088/1741-2552/ac291e⟩

Article dans une revue hal-03354296v1
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Beta and Theta Oscillations Correlate With Subjective Time During Musical Improvisation in Ecological and Controlled Settings: A Single Subject Study

Nicolas Farrugia , Alix Lamouroux , Christophe Rocher , Jules Bouvet , Giulia Lioi

Frontiers in Neuroscience, 2021, 15, ⟨10.3389/fnins.2021.626723⟩

Article dans une revue hal-03331383v1
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A Multi-Target Motor Imagery Training Using Bimodal EEG-fMRI Neurofeedback: A Pilot Study in Chronic Stroke Patients

Giulia Lioi , Simon Butet , Mathis Fleury , Elise Bannier , Anatole Lécuyer et al.

Frontiers in Human Neuroscience, 2020, 14, pp.1-13. ⟨10.3389/fnhum.2020.00037⟩

Article dans une revue hal-02491848v1
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A Survey on the Use of Haptic Feedback for Brain-Computer Interfaces and Neurofeedback

Mathis Fleury , Giulia Lioi , Christian Barillot , Anatole Lécuyer

Frontiers in Neuroscience, 2020, 1, ⟨10.3389/fnins.2020.00528⟩

Article dans une revue hal-02459828v2
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Simultaneous EEG-fMRI during a neurofeedback task, a brain imaging dataset for multimodal data integration

Giulia Lioi , Claire Cury , Lorraine Perronnet , Marsel Mano , Elise Bannier et al.

Scientific Data , 2020, 7 (1), pp.1-15. ⟨10.1038/s41597-020-0498-3⟩

Article dans une revue hal-02865965v1

Optimized Multilayer Graphs for Integrating Functional and Structural Connectivity in Alzheimer's Disease Classification

Carlo Ferritto , Pierre-Yves Jonin , Giulia Lioi , Julie Coloigner

NetSci 2025 - International School and Conference on Network Science, Jun 2025, Maastricht, Netherlands. pp.1-1

Communication dans un congrès hal-05238559v1
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Data-driven identification of functional network changes in Neurofeedback stroke rehabilitation: A clinical validation of network-based statistics

Alix Lamouroux , Julie Coloigner , Pierre Maurel , Nicolas Farrugia , Isabelle Bonan et al.

EUSIPCO 2025 - 33rd European Signal Processing Conference, Sep 2025, Palerme, Italy. pp.1522-1526

Communication dans un congrès hal-05271292v1
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Integrating Functional and Structural Brain Connectomes: a novel multilayer graphs framework for Alzheimer's disease classification

Carlo Ferritto , Giulia Lioi , Pierre-Yves Jonin , Julie Coloigner

EUSIPCO 2025 - 33rd European Signal Processing Conference, Sep 2025, Isola delle Femmine, Italy. pp.1-4

Communication dans un congrès hal-05238535v1

Two Modalities, One Network: A Multilayer Graph Framework for Alzheimer's Disease Biomarkers

Carlo Ferritto , Giulia Lioi , Pierre-Yves Jonin , Julie Coloigner

BraYn 2025 - 8 th Conference, the Brainstorming Research Assembly for Young Neuroscientists, Oct 2025, Turin, Italy

Communication dans un congrès hal-05384103v1
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Unsupervised Adaptive Deep Learning Method For BCI Motor Imagery Decoding

Yassine El Ouahidi , Giulia Lioi , Nicolas Farrugia , Bastien Pasdeloup , Vincent Gripon

EUSIPCO 2024: 32nd European Signal Processing Conference, Aug 2024, Lyon, France. ⟨10.23919/EUSIPCO63174.2024.10715003⟩

Communication dans un congrès hal-04645175v1
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Un modèle statistique pour prédire la généralisation dans des tâches de classification avec peu d'exemples

Yassir Bendou , Giulia Lioi , Bastien Pasdeloup , Vincent Gripon

GRETSI : 29ème colloque du Groupement de Recherche en Traitement du Signal et des Images, 2023, Grenoble, France

Communication dans un congrès hal-04644714v1
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Spatial Graph Signal Interpolation with an Application for Merging BCI Datasets with Various Dimensionalities

Yassine El Ouahidi , Lucas Drumetz , Giulia Lioi , Nicolas Farrugia , Bastien Pasdeloup et al.

ICASSP 2023: IEEE International Conference on Acoustics, Speech and Signal Processing, Jun 2023, Rhodes Island, Greece. pp.1-5, ⟨10.1109/ICASSP49357.2023.10097201⟩

Communication dans un congrès hal-04173113v1

A Statistical Model for Predicting Generalization in Few-Shot Classification

Yassir Bendou , Vincent Gripon , Bastien Pasdeloup , Giulia Lioi , Lukas Mauch et al.

EUSIPCO 2023: 31st European Signal Processing Conference, Sep 2023, Helsinki, Finland. pp.1260-1264, ⟨10.23919/EUSIPCO58844.2023.10289951⟩

Communication dans un congrès hal-05002766v1
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Interpolation spatiale de signaux sur graphes avec une application pour la fusion d'ensembles de données EEG de diverses dimensions

Yassine El Ouahidi , Lucas Drumetz , Giulia Lioi , Nicolas Farrugia , Bastien Pasdeloup et al.

GRETSI : 29ème colloque du Groupement de Recherche en Traitement du Signal et des Images, 2023, Grenoble, France

Communication dans un congrès hal-04644669v1
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Interpolation spatiale de signaux sur graphes avec une application pour la fusion d'ensembles de données EEG de diverses dimensions

Yassine El Ouahidi , Lucas Drumetz , Giulia Lioi , Nicolas Farrugia , Bastien Pasdeloup et al.

GRETSI'23: XXIXème Colloque Francophone de Traitement du Signal et des Images, Aug 2023, Grenoble, France

Communication dans un congrès hal-04507161v1
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Pruning Graph Convolutional Networks to Select Meaningful Graph Frequencies for FMRI Decoding

Yassine El Ouahidi , Hugo Tessier , Giulia Lioi , Nicolas Farrugia , Bastien Pasdeloup et al.

EUSIPCO 2022: 30th European Signal Processing Conference, Aug 2022, Belgrade, Serbia. pp.937-941, ⟨10.23919/EUSIPCO55093.2022.9909966⟩

Communication dans un congrès hal-04173125v1
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Élagage de réseaux de neurones convolutifs sur graphes pour la sélection de fréquences significatives pour le décodage d'IRMf

Yassine El Ouahidi , Hugo Tessier , Giulia Lioi , Nicolas Farrugia , Bastien Pasdeloup et al.

GRETSI 2022 : 28ème colloque du Groupement de Recherche en Traitement du Signal et des Images, Sep 2022, Nancy, France

Communication dans un congrès hal-03696640v1
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Few-Shot Decoding of Brain Activation Maps

Myriam Bontonou , Giulia Lioi , Nicolas Farrugia , Vincent Gripon

EUSIPCO 2021: 29th European Signal Processing Conference, Aug 2021, Dublin, Ireland. pp.1326-1330, ⟨10.23919/EUSIPCO54536.2021.9616158⟩

Communication dans un congrès hal-03675137v1
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Impact of 1D and 2D visualisation on EEG-fMRI neurofeedback training during a motor imagery task.

Claire Cury , Giulia Lioi , Lorraine Perronnet , Anatole Lécuyer , Pierre Maurel et al.

ISBI 2020 - IEEE International Symposium on Biomedical Imaging, Apr 2020, Iowa City, United States. pp.1-4

Communication dans un congrès inserm-02489459v2
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The use of haptic feedback in Brain-Computer Interfaces and Neurofeedback

Mathis Fleury , Giulia Lioi , Christian Barillot , Anatole Lécuyer

CORTICO 2019 - Journée Jeunes Chercheurs en Interfaces Cerveau-Ordinateur et Neurofeedback, Mar 2019, Lille, France

Communication dans un congrès hal-02387408v1
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Efficacy of EEG-fMRI Neurofeedback in stroke in relation to the DTI structural damage: a pilot study

Giulia Lioi , Simon Butet , Mathis Fleury , Anatole Lécuyer , Isabelle Bonan et al.

OHBM 2019 - 25th Annual Meeting of the Organization for Human Brain Mapping, Jun 2019, Rome, Italy. pp.1-4

Communication dans un congrès hal-02265495v1

The use of haptic feedback in Brain-Computer Interfaces and Neurofeedback

Mathis Fleury , Giulia Lioi , Christian Barillot , Anatole Lécuyer

rtFIN 2019 - Real Time Functional Imaging and Neurofeedback, Dec 2019, Maastricht, Netherlands

Communication dans un congrès hal-02387400v1
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A multi-target motor imagery training using EEG-fMRI Neurofeedback: an exploratory study on stroke

Simon Butet , Giulia Lioi , Mathis Fleury , Anatole Lécuyer , Christian Barillot et al.

OHBM 2019- Orgaization for Human Brain Mapping, Jun 2019, Rome, Italy. pp.1-4

Communication dans un congrès hal-02265496v1
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Bimodal EEG-fMRI Neurofeedback for upper motor limb rehabilitation: a pilot study on chronic patients

Giulia Lioi , Simon Butet , Mathis Fleury , Claire Cury , Elise Bannier et al.

rtFIN 2019 - Real Time Functional Imaging and Neurofeedback, Dec 2019, Maastricht, Netherlands. pp.1-2

Communication dans un congrès hal-02383532v3
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Learning bi-modal EEG-fMRI neurofeedback to improve neurofeedback in EEG only

Claire Cury , Pierre Maurel , Giulia Lioi , Rémi Gribonval , Christian Barillot

Real-Time Functional Imaging and Neurofeedback, Dec 2019, Maastricht, Netherlands. pp.1-2, ⟨10.1101/599589⟩

Communication dans un congrès inserm-02368720v1
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L'imagerie cérébrale au service de la rééducation

Claire Cury , Isabelle Bonan , Anatole Lécuyer , Giulia Lioi

Le corps en images. Les nouvelles imageries pour la santé, CNRS Editions, pp.141-152, 2022

Chapitre d'ouvrage hal-03690524v1