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Yannick Estève

Professor in Computer Science - Head of LIA - Avignon University
26
Documents
Identifiants chercheurs

Présentation

My main research interests are speech and language processing. I have studied Computer Science (Licence and Master's degree) at the Faculty of Sciences of Luminy (Marseille, France). I obtained my PhD on 2002, under the direction of Pr. Renato De Mori, at the Computer Science Labs (LIA) of the University of Avignon (Avignon, France), in association with France Telecom R&D (FTRD, now Orange Labs). I have worked since June 2002 with FTRD as a research engineer, then as a post-doctoral researcher until August 2003. Then, I have worked until 2018 at the Computer Science Labs (LIUM) of the University of Le Mans (France), from September 2003 as an associate professor, becoming a full professor in 2010. I have headed the [LIUM](https://lium.univ-lemans.fr/en/) from 2012 to 2016 and was a co-founder of the Language and Speech Technology (LST) team of this lab. From 2015 to 2018, I was also the head of the Claude Chappe Informatics Institute that coordinates research, teaching, and innovation activities on computer science at the University of Le Mans. In 2018, I moved to the Computer Science Labs of Avignon (LIA) at the University of Avignon. In May 2020, I became the head of [LIA](https://lia.univ-avignon.fr/en/). My current research activities focus on spoken language understanding, speech translation, speech analytics, speech recognition, deep neural networks, word embeddings, hidden representation. Currently , I am leading the E-SSL project funded by the ANR (French Research Agency) on efficient self supervised learning for speech processing, and I am the LIA scientific responsible in the H2020 SELMA project focusing on transfer learning and user feedback for speech and language processing.

Domaines de recherche


Publications

natalia-tomashenko
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On speaker verification from the neural network footprint of personalized acoustic models

Natalia Tomashenko , Salima Mdhaffar , Marc Tommasi , Yannick Estève , Jean-François Bonastre
Journées d'Études sur la Parole - JEP2022, Jun 2022, Île de Noirmoutier, France
Communication dans un congrès hal-03626964v1
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Modèles neuronaux pré-appris par auto-supervision sur des enregistrements de parole en français

Solène Evain , Ha Nguyen , Hang Le , Marcely Zanon Boito , Salima Mdhaffar
JEP 2022, Jun 2022, île de Noirmoutier, France
Communication dans un congrès hal-03707064v1
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Retrieving Speaker Information from Personalized Acoustic Models for Speech Recognition

Salima Mdhaffar , Jean-François Bonastre , Marc Tommasi , Natalia Tomashenko , Yannick Estève
IEEE ICASSP 2022, 2022, Singapour, Singapore
Communication dans un congrès hal-03539741v1
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Privacy attacks for automatic speech recognition acoustic models in a federated learning framework

Natalia Tomashenko , Salima Mdhaffar , Marc Tommasi , Yannick Estève , Jean-François Bonastre
ICASSP 2022, 2022, Singapour, Singapore
Communication dans un congrès hal-03539742v2
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Extraction d'informations liées au locuteur depuis un modèle acoustique personnalisé

Salima Mdhaffar , Jean-François A Bonastre , Marc Tommasi , Natalia Tomashenko , Yannick Estève
JEP 2022, Jun 2022, île de Noirmoutier, France
Communication dans un congrès hal-03706944v1
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Task Agnostic and Task Specific Self-Supervised Learning from Speech with LeBenchmark

Solène Evain , Manh Ha Nguyen , Hang Le , Marcely Zanon Boito , Salima Mdhaffar
Thirty-fifth Conference on Neural Information Processing Systems ( NeurIPS 2021), Dec 2021, on-line, United States
Communication dans un congrès hal-03407172v1
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LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech

Solène Evain , Ha Nguyen , Hang Le , Marcely Zanon Boito , Salima Mdhaffar
INTERSPEECH 2021: Conference of the International Speech Communication Association, Aug 2021, Brno, Czech Republic
Communication dans un congrès hal-03317730v3
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ON-TRAC' systems for the IWSLT 2021 low-resource speech translation and multilingual speech translation shared tasks

Hang Le , Florentin Barbier , Ha Nguyen , Natalia Tomashenko , Salima Mdhaffar
International Conference on Spoken Language Translation (IWSLT), Aug 2021, Bangkok (virtual), Thailand. ⟨10.18653/v1/2021.iwslt-1.20⟩
Communication dans un congrès hal-03298854v2
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Dialogue History Integration into End-to-End Signal-to-Concept Spoken Language Understanding Systems

Natalia Tomashenko , Christian Raymond , Antoine Caubrière , Renato de Mori , Yannick Estève
ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Apr 2020, Barcelona, Spain. pp.5, ⟨10.1109/ICASSP40776.2020.9053247⟩
Communication dans un congrès hal-02551760v1
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Investigating Self-supervised Pre-training for End-to-end Speech Translation

Ha Nguyen , Fethi Bougares , Natalia Tomashenko , Yannick Estève , Laurent Besacier
Interspeech 2020, Oct 2020, Shangai (Virtual Conf), China
Communication dans un congrès hal-02962186v1
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ON-TRAC Consortium for End-to-End and Simultaneous Speech Translation Challenge Tasks at IWSLT 2020

Maha Elbayad , Ha Nguyen , Fethi Bougares , Natalia Tomashenko , Antoine Caubrière
Proceedings of the 17th International Conference on Spoken Language Translation, Jul 2020, Seattle, WA, United States. pp.35-43, ⟨10.18653/v1/2020.iwslt-1.2⟩
Communication dans un congrès hal-02895893v1

Error analysis applied to end-to end spoken language understanding

Antoine Caubrière , Sahar Ghannay , Natalia Tomashenko , Renato de Mori , Antoine Laurent
45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020), May 2020, Barcelona, Spain. pp.8514-8518, ⟨10.1109/ICASSP40776.2020.9054455⟩
Communication dans un congrès hal-02465899v1
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Curriculum-based transfer learning for an effective end-to-end spoken language understanding and domain portability

Antoine Caubrière , Natalia Tomashenko , Antoine Laurent , Emmanuel Morin , Nathalie Camelin
20th Annual Conference of the International Speech Communication Association (InterSpeech), Sep 2019, Graz, Austria. pp.1198-1202, ⟨10.21437/interspeech.2019-1832⟩
Communication dans un congrès hal-02304597v1
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Investigating Adaptation and Transfer Learning for End-to-End Spoken Language Understanding from Speech

Natalia Tomashenko , Antoine Caubrière , Yannick Estève
Interspeech 2019, Sep 2019, Graz, Austria. pp.824-828, ⟨10.21437/Interspeech.2019-2158⟩
Communication dans un congrès hal-02307811v1
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Curriculum d'apprentissage : reconnaissance d'entités nommées pour l'extraction de concepts sémantiques

Antoine Caubrière , Natalia Tomashenko , Yannick Estève , Antoine Laurent , Emmanuel Morin
26e conférence sur le Traitement Automatique des Langues Naturelles (TALN), Jul 2019, Toulouse, France
Communication dans un congrès hal-02304614v1
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Recent Advances in End-to-End Spoken Language Understanding

Natalia Tomashenko , Antoine Caubrière , Yannick Estève , Antoine Laurent , Emmanuel Morin
7th International Conference on Statistical Language and Speech Processing (SLSP), Oct 2019, Ljubljana, Slovenia
Communication dans un congrès hal-02353011v1
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ON-TRAC Consortium End-to-End Speech Translation Systems for the IWSLT 2019 Shared Task

Manh Ha Nguyen , Natalia Tomashenko , Marcely Zanon Boito , Antoine Caubrière , Fethi Bougares
16th International Workshop on Spoken Language Translation 2019, Nov 2019, Hong Kong, China
Communication dans un congrès hal-02352949v1
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Evaluation of Feature-Space Speaker Adaptation for End-to-End Acoustic Models

Natalia Tomashenko , Yannick Estève
LREC 2018, May 2018, Miyazaki, Japan
Communication dans un congrès hal-01728526v1

Speaker Adaptive Training and Mixup Regularization for Neural Network Acoustic Models in Automatic Speech Recognition

Natalia Tomashenko , Yuri Khokhlov , Yannick Estève
Interspeech 2018, Sep 2018, Hyderabad, India. ⟨10.21437/Interspeech.2018-2209⟩
Communication dans un congrès hal-01870865v1

Impact des techniques d'adaptation au locuteur dans l'espace des paramètres pour des modèles acoustiques purement neuronaux

Natalia Tomashenko , Yannick Estève
XXXIIe Journées d'Etudes sur la Parole, Jun 2018, Aix-en-Provence, France
Communication dans un congrès hal-01757772v1

LIUM ASR systems for the 2016 Multi-Genre Broadcast Arabic Challenge

Natalia Tomashenko , Kévin Vythelingum , Anthony Rousseau , Yannick Estève
IEEE Workshop on Spoken Language Technology, Dec 2016, San Diego, CA, USA, United States. ⟨10.1109/SLT.2016.7846278⟩
Communication dans un congrès hal-01433188v1

A New Perspective on Combining GMM and DNN Frameworks for Speaker Adaptation

Natalia Tomashenko , Yuri Khokhlov , Yannick Estève
4th International Conference on Statistical Language and Speech Processing - SLSP 2016, 2016, Pilsen, Czech Republic
Communication dans un congrès hal-01433182v1

On the Use of Gaussian Mixture Model Framework to Improve Speaker Adaptation of Deep Neural Network Acoustic Models

Natalia Tomashenko , Yuri Khokhlov , Yannick Estève
Interspeech 2016, 2016, San Francisco (CA, USA), Unknown Region
Communication dans un congrès hal-01433178v1
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Exploring GMM-derived Features for Unsupervised Adaptation of Deep Neural Network Acoustic Models

Natalia Tomashenko , Yuri Khokhlov , Anthony Larcher , Yannick Estève
18th International Conference on Speech and Computer, 2016, Budapest, Hungary
Communication dans un congrès hal-01433184v1
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Exploration de paramètres acoustiques dérivés de GMMs pour l'adaptation non supervisée de modèles acoustiques à base de réseaux de neurones profonds

Natalia Tomashenko , Yuri Khokhlov , Anthony Larcher , Yannick Estève
Journées d’Études sur la Parole (JEP'16), 2016, Paris, France
Communication dans un congrès hal-01456899v1