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SINGING VOICE SEPARATION WITH DEEP U-NET CONVOLUTIONAL NETWORKS

机译:用深U-Net卷积网络唱歌语音分离

摘要

A system, method and computer product for training a neural network system. The method comprises applying an audio signal to the neural network system, the audio signal including a vocal component and a non-vocal component. The method also comprises comparing an output of the neural network system to a target signal, and adjusting at least one parameter of the neural network system to reduce a result of the comparing, for training the neural network system to estimate one of the vocal component and the non-vocal component. In one example embodiment, the system comprises a U-Net architecture. After training, the system can estimate vocal or instrumental components of an audio signal, depending on which type of component the system is trained to estimate.
机译:用于训练神经网络系统的系统,方法和计算机产品。 该方法包括将音频信号应用于神经网络系统,包括声音分量和非声音分量的音频信号。 该方法还包括将神经网络系统的输出与目标信号进行比较,并调整神经网络系统的至少一个参数,以减少比较的结果,以训练神经网络系统来估计其中一个声音组件和一个 非声音组件。 在一个示例实施例中,该系统包括U-NET架构。 在培训之后,系统可以估计音频信号的声音或仪器组件,具体取决于系统训练以估计的类型的组件。

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