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Speech segregation based on pitch track correction and music-speech classification

机译:基于音高校正和音乐语音分类的语音分离

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摘要

A novel approach for pitch track correction and music-speech classification is proposed in order to improve the performance of the speech segregation system. The proposed pitch track correction method adjusts unreliable pitch estimates from adjacent reliable pitch streaks, in contrast to the previous approach using a single pitch streak which is the longest among the reliable pitch streaks in a sentence. The proposed music and speech classification method finds continuous pitch streaks of the mixture, and labels each streak as music-dominant or speech-dominant based on the observation that music pitch seldom changes in a short-time period whereas speech pitch fluctuates a lot. The speech segregation results for mixtures of speech and various competing sound sources demonstrated that the proposed methods are superior to the conventional method, especially for mixtures of speech and music signals.
机译:为了提高语音分离系统的性能,提出了一种新颖的音调校正和音乐语音分类方法。与先前的使用单个音高条纹的方法相比,所提出的音高轨迹校正方法从相邻的可靠音高条纹中调整不可靠的音高估计,而先前的方法使用的是单个句子中可靠音高条纹中最长的单个音高条纹。所提出的音乐和语音分类方法找到混合物的连续音高条纹,并基于音乐音高在短时间内很少变化而语音音高波动很大的观察结果,将每个条纹标记为音乐为主或语音为主。语音和各种竞争声源的混合的语音分离结果表明,所提出的方法优于常规方法,特别是对于语音和音乐信号的混合。

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