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@incollection{ Weninger2013,
 title = {Speaker trait characterization in web videos: Uniting speech, language, and facial features},
 author = {Weninger, Felix and Wagner, Claudia and Wöllmer, Martin and Schuller, Björn and Morency, Louis-Philipp},
 year = {2013},
 booktitle = {Proceedings of the 38th International Conference on Acoustics, Speech and Signal Processing (ICASSP 2013)},
 pages = {3647-3651},
 publisher = {IEEE},
 issn = {2379-190X},
 isbn = {978-1-4799-0356-6},
 doi = {https://doi.org/10.1109/ICASSP.2013.6638338},
 urn = {https://nbn-resolving.org/urn:nbn:de:0168-ssoar-66084-2},
 abstract = {We present a multi-modal approach to speaker characterization using
acoustic, visual and linguistic features. Full realism is provided by
evaluation on a database of real-life web videos and automatic feature
extraction including face and eye detection, and automatic speech
recognition. Different segmentations are evaluated for the audio and
video streams, and the statistical relevance of Linguistic Inquiry and
Word Count (LIWC) features is confirmed. In the result, late multimodal
fusion delivers 73, 92 and 73% average recall in binary age,
gender and race classification on unseen test subjects, outperforming
the best single modalities for age and race.},
 keywords = {Video; video; Video-Clip; video clip; Aufzeichnung; recording; Computerlinguistik; computational linguistics; Internet; Internet; Evaluation; evaluation; Soziale Medien; social media; Experiment; experiment; audiovisuelle Medien; audiovisual media}}