Characterizing audio using transchromagrams
Methods, systems and apparatus to characterize audio using transchromagrams are disclosed. An example apparatus includes a transchromagram generator to generate a data structure based on a set of transition matrices corresponding to a plurality of time frames of audio data, the data structure indicative of probabilities that first musical notes will transition to second musical notes, a database controller to prompt a database to store the data structure within the audio data, and a notification manager to generate, based on a comparison between query audio data and the stored data structure of the audio data, a notification identifying at least one characteristic of the query audio data.
1. An apparatus comprising:
a transchromagram generator to generate a data structure based on a set of transition matrices corresponding to a plurality of time frames of audio data, the data structure indicative of probabilities that first musical notes will transition to second musical notes:
a database controller to prompt a database to store the data structure within the audio data; and
a notification manager to generate, based on a comparison between query audio data and the stored data structure of the audio data, a notification identifying at least one characteristic of the query audio data.
2. The apparatus as defined in claim 1 , wherein the data structure includes a transchromagram, wherein the transchromagram represents attributes of the audio data.
3. The apparatus as defined in claim 2 , further including a chromagram accessor to access a chromagram of audio data, the chromagram indicating energy values that occur in corresponding time frames of the audio data at corresponding frequency ranges that partition a set of musical octaves into musical notes that are each represented by a different frequency range among the frequency ranges, wherein the transchromagram is a transchromagram of the chromagram.
4. The apparatus as defined in claim 1 , wherein generating of a transchromagram, the transchromagram included in the data structure, includes generating a mean transition matrix by averaging the generated set of transition matrices.
5. The apparatus as defined in claim 1 , wherein generating of the set of transition matrices includes generating a two-dimensional transition matrix based on a pair of time frames selected from the plurality of time frames of the audio data.
6. The apparatus as defined in claim 5 , wherein:
the pair of time frames is a sequential pair of adjacent time frames within the audio data; and
the generated two-dimensional transition matrix indicates a probability of a first musical note transitioning to a second musical note during the sequential pair of adjacent time frames.
7. The apparatus as defined in claim 1 , wherein the notification identifies at least one of the query audio data, a musical key of the query audio data, a musical chord of the query audio data, a song structure of the query audio data, or a musical genre of the query audio data.
8. A non-transitory computer readable storage medium comprising instructions that, when executed, cause a machine to, at least:
generate a data structure based on a set of transition matrices corresponding to a plurality of time frames of audio data, the data structure indicative of probabilities that first musical notes will transition to second musical notes;
prompt a database to store the data structure within the audio data; and
generate, based on a comparison between query audio data and the stored data structure of the audio data, a notification identifying at least one characteristic of the query audio data.
9. The non-transitory computer readable storage medium as defined in claim 8 , wherein the data structure includes a transchromagram.
10. The non-transitory computer readable storage medium as defined in claim 9 , further including instructions that, when executed, cause the machine to:
access a chromagram of audio data, the chromagram indicating energy values that occur in corresponding time frames of the audio data at corresponding frequency ranges that partition a set of musical octaves into musical notes that are each represented by a different frequency range among the frequency ranges, the transchromagram a transchromagram of the chromagram.
11. The non-transitory computer readable storage medium as defined in claim 9 , wherein generating of the transchromagram includes generating a mean transition matrix by averaging the generated set of transition matrices.
12. The non-transitory computer readable storage medium as defined in claim 9 , wherein generating of the set of transition matrices includes generating a two-dimensional transition matrix based on a pair of time frames selected from the plurality of time frames of the audio data.
13. The non-transitory computer readable storage medium as defined in claim 12 , wherein:
the pair of time frames is a sequential pair of adjacent time frames within the audio data; and
the generated two-dimensional transition matrix indicates a probability of a first musical note transitioning to a second musical note during the sequential pair of adjacent time frames.
14. The non-transitory computer readable storage medium as defined in claim 8 , wherein the notification identifies at least one of the query audio data, a musical key of the query audio data, a musical chord of the query audio data, a song structure of the query audio data, or a musical genre of the query audio data.
15. A method comprising:
generating a data structure based on a set of transition matrices corresponding to a plurality of time frames of audio data, the data structure indicative of probabilities that first musical notes will transition to second musical notes:
prompting a database to store the data structure within the audio data; and
generating, based on a comparison between query audio data and the stored data structure of the audio data, a notification identifying at least one characteristic of the query audio data.
16. The method as defined in claim 15 , wherein the data structure includes a transchromagram.
17. The method as defined in claim 16 , further including accessing a chromagram of audio data, the chromagram indicating energy values that occur in corresponding time frames of the audio data at corresponding frequency ranges that partition a set of musical octaves into musical notes that are each represented by a different frequency range among the frequency ranges, the transchromagram a transchromagram of the chromagram.
18. The method as defined in claim 16 , wherein generating of the transchromagram includes generating a mean transition matrix by averaging the generated set of transition matrices.
19. The method as defined in claim 16 , wherein generating of the set of transition matrices includes generating a two-dimensional transition matrix based on a pair of time frames selected from the plurality of time frames of the audio data.
20. The method as defined in claim 15 , wherein the notification identifies at least one of the query audio data, a musical key of the query audio data, a musical chord of the query audio data, a song structure of the query audio data, or a musical genre of the query audio data.