Accéder directement au contenu

Yannick Estève

Professor in Computer Science - Head of LIA - Avignon University
16
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

antoine-caubriere
Image document

Le benchmark MEDIA revisité : données, outils et évaluation dans un contexte d'apprentissage profond

Gaëlle Laperrière , Valentin Pelloin , Antoine Caubrière , Salima Mdhaffar , Nathalie Camelin
XXXIVe Journées d'Études sur la Parole -- JEP 2022, Jun 2022, île de Noirmoutier, France
Communication dans un congrès hal-03770588v1
Image document

The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools

Gaëlle Laperrière , Valentin Pelloin , Antoine Caubrière , Salima Mdhaffar , Nathalie Camelin
LREC 2022, Jun 2022, Marseille, France
Communication dans un congrès hal-03706938v1
Image document

Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding

Salima Mdhaffar , Valentin Pelloin , Antoine Caubrière , Gaëlle Laperrière , Sahar Ghannay
LREC 2022, Jun 2022, Marseille, France
Communication dans un congrès hal-03706925v1

End2End Acoustic to Semantic Transduction

Valentin Pelloin , Nathalie Camelin , Antoine Laurent , Renato de Mori , Antoine Caubrière
ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2021, Toronto, ON, Canada. ⟨10.1109/ICASSP39728.2021.9413581⟩
Communication dans un congrès hal-03128163v1

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
Image document

Confidence measure for speech-to-concept end-to-end spoken language understanding

Antoine Caubrière , Yannick Estève , Antoine Laurent , Emmanuel Morin
Interspeech 2020, Oct 2020, Shangaï, China
Communication dans un congrès hal-02940028v1

Where are we in Named Entity Recognition from Speech?

Antoine Caubrière , Sophie Rosset , Yannick Estève , Antoine Laurent , Emmanuel Morin
12th International Conference on Language Resources and Evaluation (LREC), May 2020, Marseille, France
Communication dans un congrès hal-02475026v1
Image document

Où en sommes-nous dans la reconnaissance des entités nommées structurées à partir de la parole ?

Antoine Caubrière , Sophie Rosset , Yannick Estève , Antoine Laurent , Emmanuel Morin
6e conférence conjointe Journées d'Études sur la Parole (JEP, 33e édition), Traitement Automatique des Langues Naturelles (TALN, 27e édition), Rencontre des Étudiants Chercheurs en Informatique pour le Traitement Automatique des Langues (RÉCITAL, 22e édition). Volume 1 : Journées d'Études sur la Parole, 2020, Nancy, France. pp.64-72
Communication dans un congrès hal-02798516v3

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
Image document

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
Image document

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
Image document

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
Image document

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
Image document

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
Image document

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
Image document

End-to-end named entity and semantic concept extraction from speech

Sahar Ghannay , Antoine Caubrière , Yannick Estève , Nathalie Camelin , Edwin Simonnet
IEEE Spoken Language Technology Workshop, Dec 2018, Athens, Greece
Communication dans un congrès hal-01987740v2