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EMULATING TEMPORAL RECEPTIVE FIELDS OF AUDITORY MID-BRAIN NEURONS FOR AUTOMATIC SPEECH RECOGNITION

机译:用于自动语音识别的听觉中脑神经元的时间接受领域

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This paper proposes modifications to the Multi-resolution RASTA (MRASTA) feature extraction technique for the automatic speech recognition (ASR). By emulating asymmetries of the temporal receptive field (TRF) profiles of auditory mid-brain neurons, we obtain more than 13% relative improvement in word error rate on OGI-Digits database. Experiments on TIMIT database confirm that proposed modifications are indeed useful.
机译:本文提出了对自动语音识别(ASR)的多分辨率Rasta(MRASTA)特征提取技术的修改。通过模拟听觉中脑神经元的时间接收领域(TRF)谱的不对称性,我们在OGI数字数据库上获得了超过13%的相对改善。 Timit Database的实验确认提出的修改确实有用。

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