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Representation of Phonemes in Primary Auditory Cortex: How the Brain Analyzes Speech

机译:初级听觉皮层中音素的表示:大脑如何分析语音

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Many transformations inspired by the auditory system have improved the performance of automatic speech recognition (ASR) systems. However, humans perform substantially better than today''s ASR systems, suggesting that ASR systems can further benefit from understanding how the brain represents speech. To learn about the cortical representation of speech, we measured the neural responses in the primary auditory cortex to sentences from the TIMIT database. Here we examine how individual phonemes activate different subsets of auditory neurons, reflecting the diversity of neural tuning properties. We find that neurons with different spectro-temporal tuning provide an explicit multidimensional representation of articulatory features independent of speaker and context. This representation that matches the human perception could provide a framework for ASR in adverse conditions
机译:受听觉系统启发的许多转换改进了自动语音识别(ASR)系统的性能。但是,人类的表现比今天的ASR系统要好得多,这表明ASR系统可以进一步受益于了解大脑如何代表语音。要了解语音的皮层表示,我们测量了主听皮层对TIMIT数据库中句子的神经反应。在这里,我们研究了单个音素如何激活听觉神经元的不同子集,从而反映了神经调节特性的多样性。我们发现,具有不同的频谱时空调整的神经元提供了独立于说话者和上下文的清晰的关节表达特征的多维表示。这种与人类感知相符的表示可以为不良条件下的ASR提供框架

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