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Speaker Diarization With Lexical Information ...
Park, Tae Jin
;
Han, Kyu
;
Lane, Ian
;
Georgiou, Panayiotis
. - : arXiv, 2018
Abstract:
This work presents a novel approach to leverage lexical information for speaker diarization. We introduce a speaker diarization system that can directly integrate lexical as well as acoustic information into a speaker clustering process. Thus, we propose an adjacency matrix integration technique to integrate word level speaker turn probabilities with speaker embeddings in a comprehensive way. Our proposed method works without any reference transcript. Words, and word boundary information are provided by an ASR system. We show that our proposed method improves a baseline speaker diarization system solely based on speaker embeddings, achieving a meaningful improvement on the CALLHOME American English Speech dataset. ... : This version removed by arXiv administrators because the author did not have the right to agree to our license at the time of submission ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.1811.10761
https://arxiv.org/abs/1811.10761
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