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Influence of transition cost in the segmentation stage of speaker diarization
Citation
Martínez González, Beatriz and Pardo Muñoz, José Manuel and San Segundo Hernández, Rubén and Montero Martínez, Juan Manuel (2016). Influence of transition cost in the segmentation stage of speaker diarization. In: "Odyssey 2016", 21/06/2016 - 24/06/2016, Bilbao, Spain. pp. 385-392.
Description
| Title: | Influence of transition cost in the segmentation stage of speaker diarization |
|---|---|
| Author/s: |
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| Item Type: | Presentation at Congress or Conference (Article) |
| Event Title: | Odyssey 2016 |
| Event Dates: | 21/06/2016 - 24/06/2016 |
| Event Location: | Bilbao, Spain |
| Title of Book: | Odyssey 2016 |
| Date: | 2016 |
| Subjects: | |
| Freetext Keywords: | Speaker diarization, speech segmentation, speaker recognition |
| Faculty: | E.T.S.I. Telecomunicación (UPM) |
| Department: | Ingeniería Electrónica |
| Creative Commons Licenses: | Recognition - No derivative works - Non commercial |
Abstract
In any speaker diarization system there is a segmentation phase and a clustering phase. Our system uses them in a single step in which segmentation and clustering are used iteratively until certain condition is met. In this paper we propose an improvement of the segmentation method that cancels a penalization that had been applied in previous works to any transition between speakers. We also study the performance when transitions between speakers are favoured instead of penalized. This last option achieves better results both for the development set (21.65 % relative speaker error improvementSER) and for the test set (4.60% relative speaker error improvement.
Funding Projects
Type
Code
Acronym
Leader
Title
FP7
287678
Unspecified
Unspecified
Unspecified
Madrid Regional Government
S2009/TIC- 1542
Unspecified
Unspecified
Unspecified
More information
| Item ID: | 46499 |
|---|---|
| DC Identifier: | https://oa.upm.es/46499/ |
| OAI Identifier: | oai:oa.upm.es:46499 |
| Deposited by: | Memoria Investigacion |
| Deposited on: | 06 Jun 2017 16:26 |
| Last Modified: | 30 Nov 2022 09:00 |
