Detail publikačního výsledku

The Zero Resource Speech Challenge 2020: Discovering discrete subword and word units

DUNBAR, E.; KARADAYI, J.; BERNARD, M.; CAO, X.; ALGAYRES, R.; ONDEL YANG, L.; BESACIER, L.; SAKTI, S.; DUPOUX, E.

Originální název

The Zero Resource Speech Challenge 2020: Discovering discrete subword and word units

Anglický název

The Zero Resource Speech Challenge 2020: Discovering discrete subword and word units

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

We present the Zero Resource Speech Challenge 2020, whichaims at learning speech representations from raw audio signalswithout any labels. It combines the data sets and metrics fromtwo previous benchmarks (2017 and 2019) and features twotasks which tap into two levels of speech representation. Thefirst task is to discover low bit-rate subword representations thatoptimize the quality of speech synthesis; the second one is todiscover word-like units from unsegmented raw speech. Wepresent the results of the twenty submitted models and discussthe implications of the main findings for unsupervised speechlearning.

Anglický abstrakt

We present the Zero Resource Speech Challenge 2020, whichaims at learning speech representations from raw audio signalswithout any labels. It combines the data sets and metrics fromtwo previous benchmarks (2017 and 2019) and features twotasks which tap into two levels of speech representation. Thefirst task is to discover low bit-rate subword representations thatoptimize the quality of speech synthesis; the second one is todiscover word-like units from unsegmented raw speech. Wepresent the results of the twenty submitted models and discussthe implications of the main findings for unsupervised speechlearning.

Klíčová slova

zero resource speech technology, speech synthesis,acoustic unit discovery, spoken term discovery, unsupervisedlearning

Klíčová slova v angličtině

zero resource speech technology, speech synthesis,acoustic unit discovery, spoken term discovery, unsupervisedlearning

Autoři

DUNBAR, E.; KARADAYI, J.; BERNARD, M.; CAO, X.; ALGAYRES, R.; ONDEL YANG, L.; BESACIER, L.; SAKTI, S.; DUPOUX, E.

Rok RIV

2021

Vydáno

25.10.2020

Nakladatel

International Speech Communication Association

Místo

Shanghai

Kniha

Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH

ISSN

1990-9772

Periodikum

Proceedings of Interspeech

Svazek

2020

Číslo

10

Stát

Francouzská republika

Strany od

4831

Strany do

4835

Strany počet

5

URL

https://www.isca-speech.org/archive/Interspeech_2020/pdfs/2743.pdf

BibTex

@inproceedings{BUT168147,
  author="DUNBAR, E. and KARADAYI, J. and BERNARD, M. and CAO, X. and ALGAYRES, R. and ONDEL YANG, L. and BESACIER, L. and SAKTI, S. and DUPOUX, E.",
  title="The Zero Resource Speech Challenge 2020: Discovering discrete subword and word units",
  booktitle="Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH",
  year="2020",
  journal="Proceedings of Interspeech",
  volume="2020",
  number="10",
  pages="4831--4835",
  publisher="International Speech Communication Association",
  address="Shanghai",
  doi="10.21437/Interspeech.2020-2743",
  issn="1990-9772",
  url="https://www.isca-speech.org/archive/Interspeech_2020/pdfs/2743.pdf"
}

Dokumenty

ondel_interspeech2020_2743