کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
567084 876044 2013 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Detection of overlapped speech using lapel microphones in meeting
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر پردازش سیگنال
پیش نمایش صفحه اول مقاله
Detection of overlapped speech using lapel microphones in meeting
چکیده انگلیسی


• We propose an overlapped speech detection method in meetings.
• Each speaker wears a lapel microphone.
• Two novel features are utilized as inputs for a GMM-based detector.
• One is speech power after cross-channel spectral subtraction.
• The other is an amplitude spectral cosine correlation coefficient.

We propose an overlapped speech detection method for speech recognition and speaker diarization of meetings, where each speaker wears a lapel microphone. Two novel features are utilized as inputs for a GMM-based detector. One is speech power after cross-channel spectral subtraction which reduces the power from the other speakers. The other is an amplitude spectral cosine correlation coefficient which effectively extracts the correlation of spectral components in a rather quiet condition. We evaluated our method using a meeting speech corpus of four speakers. The accuracy of our proposed method, 75.7%, was significantly better than that of the conventional method, 66.8%, which uses raw speech power and power spectral Pearson’s correlation coefficient.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Speech Communication - Volume 55, Issue 10, November–December 2013, Pages 941–949
نویسندگان
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