Publications
Detail of publication
Citation
2014. : 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,
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 |
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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 |
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}, }