Evaluation of Wav2Vec Speech Recognition for Speakers with Cognitive Disorders
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989592%3A15410%2F22%3A73617758" target="_blank" >RIV/61989592:15410/22:73617758 - isvavai.cz</a>
Result on the web
<a href="https://link.springer.com/chapter/10.1007/978-3-031-16270-1_41" target="_blank" >https://link.springer.com/chapter/10.1007/978-3-031-16270-1_41</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-031-16270-1_41" target="_blank" >10.1007/978-3-031-16270-1_41</a>
Alternative languages
Result language
angličtina
Original language name
Evaluation of Wav2Vec Speech Recognition for Speakers with Cognitive Disorders
Original language description
. In this paper, we present a spoken dialog system used forcollecting data for future research in the field of dementia predictionfrom speech. The dialog system was used to collect the speech data ofpatients with mild cognitive deficits. The core task solved by the dialogsystem was the spoken description of the vivid shore picture for oneminute. The patients also performed other simple speech-based tasks. Allutterances were recorded and manually transcribed to obtain a groundtruth reference. We describe the architecture of the dialog system as wellas the results of the first speech recognition experiments. The zero-shotWav2Vec 2.0 speech recognizer was used and the recognition accuracyon word- and character-level was evaluated.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
—
OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2022
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
25th International Conference, TSD 2022
ISBN
978-3-031-16270-1
ISSN
0302-9743
e-ISSN
1611-3349
Number of pages
12
Pages from-to
"501–512"
Publisher name
Springer
Place of publication
Cham
Event location
Brno
Event date
Sep 6, 2022
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000866222300041