Signal processing device, signal processing method, signal processing program, learning device, learning method, and learning program
A signal processing device includes processing circuitry configured to receive an input of extraction target information indicating which audio class of an audio signal is to be extracted from a mixture audio signal constituted by a mixture of audio signals of a plurality of audio classes, and output a result of extracting the audio signal of the audio class indicated by the extraction target information from the mixture audio signal, with a neural network by using a feature value of the mixture audio signal and the extraction target information.
1. A signal processing device comprising:
processing circuitry configured to:
receive an input of extraction target information indicating which audio class of an audio signal is to be extracted from a mixture audio signal constituted by a mixture of audio signals of a plurality of audio classes;
integrate information of the mixture audio signal and the extraction target information; and
output a result of extracting the audio signal of the audio class indicated by the extraction target information from the mixture audio signal with a neural network by using a result of the integration of the information of the mixture audio signal and the extraction target information.
2. The signal processing device according to claim 1 , wherein
the extraction target information is a target class vector indicating, by a vector, which audio class of the audio signal is to be extracted from the mixture audio signal,
the processing circuitry is further configured to
perform processing of embedding the target class vector by using a neural network, and
output a result of extracting the audio signal of the audio class indicated by the target class vector from the mixture audio signal with the neural network by using a feature value obtained by integrating a feature value of the mixture audio signal and the target class vector after the embedding processing.
3. The signal processing device according to claim 1 ,
wherein the processing circuitry is further configured to
receive an input of a target class vector indicating, by a vector, which audio class of the audio signal is to be removed from the mixture audio signal, and
output a result of removing the audio signal of the audio class indicated by the target class vector from the mixture audio signal with the neural network by using a feature value obtained by integrating the target class vector after an embedding processing to a feature value of the mixture audio signal.
4. A signal processing method executed by a signal processing device, the signal processing method comprising:
receiving an input of extraction target information indicating which audio class of an audio signal is to be extracted from a mixture audio signal constituted by a mixture of audio signals of a plurality of audio classes;
integrate information of the mixture audio signal and the extraction target information; and
outputting a result of extracting the audio signal of the audio class indicated by the extraction target information from the mixture audio signal with a neural network by using a result of the integration of the information of the mixture audio signal and the extraction target information.
5. A non-transitory computer-readable recording medium storing therein a signal processing program that causes a computer to execute a process comprising:
receiving an input of extraction target information indicating which audio class of an audio signal is to be extracted from a mixture audio signal constituted by a mixture of audio signals of a plurality of audio classes;
integrating information of the mixture audio signal and the extraction target information; and
outputting a result of extracting the audio signal of the audio class indicated by the extraction target information from the mixture audio signal with a neural network by using a result of the integration of the information of the mixture audio signal and the extraction target information.
6. The signal processing device according to claim 1 , wherein
the information of the mixture audio signal includes a feature value of the mixture audio signal, and
the processing circuitry is configured to:
obtain a feature value by integrating the feature value of the mixture audio signal and the extraction target information; and
output a result of extracting the audio signal of the audio class indicated by the extraction target information from the mixture audio signal with the neural network by using the feature value obtained by the integrating and the feature value of the mixture audio signal.
7. The signal processing device according to claim 1 , wherein the processing circuitry is configured to perform processing of embedding the extraction target information by using a neural network.
8. The signal processing device according to claim 1 , wherein
the extraction target information is a target class vector indicating, by a vector, which audio class of the audio signal is to be extracted from the mixture audio signal,
the processing circuitry is further configured to perform processing of embedding the target class vector by using a neural network.
9. The signal processing device according to claim 1 , wherein the processing circuitry is configured to output the result of extracting the audio signal of the audio class indicated by the extraction target information from the mixture audio signal with the neural network by using the result of the integration and an intermediate feature value of the mixture audio signal.
10. The signal processing device according to claim 1 , wherein the processing circuitry is configured to output the result of extracting the audio signal of the audio class indicated by the extraction target information from the mixture audio signal with the neural network by using an intermediate feature value derived based on the result of the integration and the intermediate feature value of the mixture audio signal.