Methods and apparatus for dynamic volume adjustment via audio classification
Methods, apparatus, systems and articles of manufacture are disclosed for dynamic volume adjustment via audio classification. Examples methods include analyzing, with a neural network trained model, a parameter of an audio signal associated with a first volume level to determine a classification group associated with the audio signal, determining an input volume of the audio signal, the selection based on the classification group associated with the audio signal, applying a gain value to the audio signal, the gain value based on the classification group and the input volume, the gain value to modify the first volume level to a second volume level, and applying a compression value to the audio signal, the compression value to modify the second volume level to a third volume level that satisfies a target volume threshold.
1. An apparatus, comprising:
an audio signal classifier to analyze, with a neural network, a parameter of an audio signal associated with a first volume level to determine a classification group associated with the audio signal;
an input volume detector to determine an input volume of the audio signal;
a volume adjuster to:
determine a classification gain value based on the classification group;
determine an intermediate gain value as an intermediate between the input volume and the classification gain value by applying a first weight to the input volume and a second weight to the classification gain value; and
apply the intermediate gain value to the audio signal, the intermediate gain value to modify the first volume level to a second volume level; and
a dynamic range compressor to apply a compression value to the audio signal, the compression value to modify the second volume level to a third volume level that satisfies a target volume threshold.
2. The apparatus of claim 1 , further including a source change determiner to determine if a source of the audio signal has changed.
3. The apparatus of claim 2 , wherein the source change determiner determines if the source of the audio signal has changed is based on at least one of (1) a comparison of a current compressor gain associated with the audio signal to a previous compressor gain associated with the audio signal, (2) a comparison of a RMS power associated with the audio signal to a previous RMS power associated with the audio signal, or (3) a comparison of a current audio sample value associated with the audio signal to a previous audio sample value associated with the audio signal.
4. The apparatus of claim 2 , wherein the volume adjuster is further to, in response to determining the source of the audio signal has changed, reset the intermediate gain value of the audio signal.
5. The apparatus of claim 1 , wherein the classification group is associated with at least one of a (1) a genre of music represented by the audio signal, (2) a time period of the music represented by the audio signal, or (3) a presence of an instrument in the music represented by the audio signal.
6. The apparatus of claim 1 , wherein:
the input volume detector is further to determine a fourth volume level over a first time period does not fall within the target volume threshold, the first time period occurring after a second time period, the third volume level associated with the second time period; and
the dynamic range compressor is further to adjust the compression value to fifth volume level, the adjusted compression value to modify the fourth volume level to a fifth volume level that satisfies the target volume threshold.
7. The apparatus of claim 1 , wherein the target volume threshold is within five decibels relative to full scale (dBFS) to twenty-one dBFS.
8. The apparatus of claim 1 , wherein the first weight is greater than the second weight.
9. A non-transitory computer readable storage medium comprising instructions which, when executed, cause a processor to at least:
determine if a source of an audio signal has changed based on at least one of (1) a comparison of a current compressor gain associated with the audio signal to a previous compressor gain associated with the audio signal, or (2) a comparison of a RMS power associated with the audio signal to a previous RMS power associated with the audio signal; and
in response to the processor determining the source has changed:
analyze, with a neural network, a parameter of the audio signal associated with a first volume level to determine a classification group associated with the audio signal;
determine an input volume of the audio signal;
apply a gain value to the audio signal, the gain value based on the classification group and the input volume, the gain value to modify the first volume level to a second volume level; and
apply a compression value to the audio signal, the compression value to modify the second volume level to a third volume level that satisfies a target volume threshold.
10. The non-transitory computer readable storage medium of claim 9 , wherein the instructions, when executed, cause the processor to, in response to determining the source of the audio signal has changed, reset the gain value of the audio signal.
11. The non-transitory computer readable storage medium of claim 10 , wherein the classification group is associated with at least one of a (1) a genre of music represented by the audio signal, (2) a time period of the music represented by the audio signal, or (3) a presence of an instrument in the music represented by the audio signal.
12. The non-transitory computer readable storage medium of claim 9 , wherein the instructions, when executed, cause the processor to:
determine a fourth volume level over a first time period does not fall within the target volume threshold, the first time period occurring after a second time period, the third volume level associated with the second time period; and
adjust the compression value to fifth volume level, the adjusted compression value to modify the fourth volume level to a fifth volume level that satisfies the target volume threshold.
13. The non-transitory computer readable storage medium of claim 9 , wherein the target volume threshold is within five decibels relative to full scale (dBFS) to twenty-one dBFS.
14. The non-transitory computer readable storage medium of claim 9 , wherein the audio signal is an input to a media unit and the source changing corresponds to the input changing from a first media device to a second media device.
15. The non-transitory computer readable storage medium of claim 14 , wherein the media unit is a component of a car radio head unit.
16. A method, comprising:
analyzing, with a neural network, a parameter of an audio signal associated with a first volume level to determine a classification group associated with the audio signal, the audio signal from a source;
determining an input volume of the audio signal;
performing a volume adjustment to modify the first volume level to a second volume level, the volume adjustment based on the source;
applying a gain value to the audio signal, the gain value based on the classification group and the input volume, the gain value to modify the second volume level to a third volume level;
applying a compression value to the audio signal, the compression value to modify the third volume level to a fourth volume level that satisfies a target volume threshold;
determining if the source of the audio signal has changed; and
in response to determining the source of the audio signal has changed, resetting the gain value of the audio signal to zero.
17. The method of claim 16 , wherein the determining if the source of the audio signal has changed is based on at least one of (1) a comparison of a current compressor gain associated with the audio signal to a previous compressor gain associated with the audio signal, (2) a comparison of a RMS power associated with the audio signal to a previous RMS power associated with the audio signal, or (3) a comparison of a current audio sample value associated with the audio signal to a previous audio sample value associated with the audio signal.
18. The method of claim 16 , wherein the classification group is associated with at least one of a (1) a genre of music represented by the audio signal, (2) a time period of the music represented by the audio signal, or (3) a presence of an instrument in the music represented by the audio signal.
19. The method of claim 16 , further including:
determining a fifth volume level over a first time period does not fall within the target volume threshold, the first time period occurring after a second time period, the fourth volume level associated with the second time period; and
adjusting the compression value to modify the fifth volume level to a sixth volume level that satisfies the target volume threshold.
20. The method of claim 16 , wherein the audio signal is an input to a media unit and the source changing corresponds to input changing from a first media device to a second media device.