Detail 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. The Zero Resource Speech Challenge 2020: Discovering discrete subword and word units. In Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. Proceedings of Interspeech. Shanghai: International Speech Communication Association, 2020. no. 10, p. 4831-4835. ISSN: 1990-9772.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
DUNBAR, E.
KARADAYI, J.
BERNARD, M.
CAO, X.
ALGAYRES, R.
ONDEL YANG, L.
BESACIER, L.
SAKTI, S.
Dupoux Emmanuel, FIT (FIT)
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

URL
Rok
2020
Strany
4831–4835
Časopis
Proceedings of Interspeech, roč. 2020, č. 10, ISSN 1990-9772
Sborník
Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH
Konference
Interspeech
Vydavatel
International Speech Communication Association
Místo
Shanghai
DOI
10.21437/Interspeech.2020-2743
UT WoS
000833594104195
EID Scopus
2-s2.0-85098198905
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"
}
Soubory
Projekty
IT4Innovations excellence in science, MŠMT, Národní program udržitelnosti II, LQ1602, zahájení: 2016-01-01, ukončení: 2020-12-31, ukončen
Moderní metody zpracování, analýzy a zobrazování multimediálních a 3D dat, VUT, Vnitřní projekty VUT, FIT-S-20-6460, zahájení: 2020-03-01, ukončení: 2023-02-28, ukončen
Výzkumné skupiny
Výzkumná skupina dolování dat z řeči BUT Speech@FIT (VZ SPEECH)
Pracoviště
Ústav počítačové grafiky a multimédií (UPGM)
Nahoru