Detection of Overlapping Speech for the Purposes of Speaker Diarization
Result description
The presence of overlapping speech has a significant negative impact on the performance of speaker diarization systems. In this paper, we employ a convolutional neural network for the detection of such speech intervals and evaluate it in terms of the potential improvements to speaker diarization. We train the network on specifically-created synthetic data, while the evaluation is performed on the AMI Corpus and the SSPNet Conflict Corpus.
Keywords
Overlapping speechSpeaker diarizationConvolutional neural network
The result's identifiers
Result code in IS VaVaI
Result on the web
https://link.springer.com/chapter/10.1007%2F978-3-030-26061-3_26
DOI - Digital Object Identifier
Alternative languages
Result language
angličtina
Original language name
Detection of Overlapping Speech for the Purposes of Speaker Diarization
Original language description
The presence of overlapping speech has a significant negative impact on the performance of speaker diarization systems. In this paper, we employ a convolutional neural network for the detection of such speech intervals and evaluate it in terms of the potential improvements to speaker diarization. We train the network on specifically-created synthetic data, while the evaluation is performed on the AMI Corpus and the SSPNet Conflict Corpus.
Czech name
—
Czech description
—
Classification
Type
D - Article in proceedings
CEP classification
—
OECD FORD branch
20205 - Automation and control systems
Result continuities
Project
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Speech and Computer, 21st International Conference, SPECOM 2019, Istanbul, Turkey, August 20-25,2019, Proceedings
ISBN
978-3-030-26060-6
ISSN
0302-9743
e-ISSN
1611-3349
Number of pages
11
Pages from-to
247-257
Publisher name
Springer
Place of publication
Cham
Event location
Instanbul, Turkey
Event date
Aug 20, 2019
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
—
Basic information
Result type
D - Article in proceedings
OECD FORD
Automation and control systems
Year of implementation
2019