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Citation

Pavel Campr and Marie Kunešová and Jan Vaněk and Jan Čech and Josef Psutka : Audio-Video Speaker Diarization for Unsupervised Speaker and Face Model Creation . Text, Speech and Dialogue, Proceedings of the 17th International Conference TSD 2014, Lecture Notes in Artificial Intelligence, 2014.

Abstract

Our goal is to create speaker models in audio domain and face models in video domain from a set of videos in an unsupervised manner. Such models can be used later for speaker identification in audio domain (answering the question "Who was speaking and when") and/or for face recognition ("Who was seen and when") for given videos that contain speaking persons. The proposed system is based on an audio-video diarization system that tries to resolve the disadvantages of the individual modalities. Experiments on broadcasts of Czech parliament meetings show that the proposed combination of individual audio and video diarization systems yields an improvement of the diarization error rate (DER).

Detail of publication

Title: Audio-Video Speaker Diarization for Unsupervised Speaker and Face Model Creation
Author: Pavel Campr ; Marie Kunešová ; Jan Vaněk ; Jan Čech ; Josef Psutka
Language: English
Date of publication: 1 Sep 2014
Year: 2014
Type of publication: Papers in proceedings of reviewed conferences
Book title: Text, Speech and Dialogue, Proceedings of the 17th International Conference TSD 2014
Series: Lecture Notes in Artificial Intelligence
DOI: 10.1007/978-3-319-10816-2_56
/ 2017-09-21 12:11:45 /

Keywords

audio-video speaker diarization, audio speaker recognition, face recognition

BibTeX

@INCOLLECTION{PavelCampr_2014_Audio-VideoSpeaker,
 author = {Pavel Campr and Marie Kune\v{s}ov\'{a} and Jan Van\v{e}k and Jan \v{C}ech and Josef Psutka},
 title = {Audio-Video Speaker Diarization for Unsupervised Speaker and Face Model Creation},
 year = {2014},
 booktitle = {Text, Speech and Dialogue, Proceedings of the 17th International Conference TSD 2014},
 series = {Lecture Notes in Artificial Intelligence},
 doi = {10.1007/978-3-319-10816-2_56},
 url = {http://www.kky.zcu.cz/en/publications/PavelCampr_2014_Audio-VideoSpeaker},
}