Community

AES Conference Papers Forum

Tempo Estimation from Urban Music Using Non-Negative Matrix Factorization

Document Thumbnail

Automatic tempo estimation is a useful tool for DJs. Several algorithms have been introduced during the last years. In this paper, a system for tempo induction of urban music is presented. While other algorithms are designed to work on all kinds of music, this one utilizes characteristics that are typical for urban music, e.g., hiphop, like constant tempo and a time signature of 4/4. Activation functions are obtained from non-negative matrix factorization of the spectrogram, and then used as periodicity detection functions. An initial pool of dominant periodicities is collected, using a comb grid approach on a combined autocorrelation representation of the periodicity detection functions. From this pool, the most promising periodicity and it’s power-of-two-multiples are determined and rated. Based on this rating, the periodicity candidates are sorted and eventually transformed into bpm values. The system’s performance is close to perfect (99.85% accuracy), if octave errors are accepted as correct estimates. Two reference systems are outperformed by the proposed approach.

Author:
Affiliation:
AES Conference:
Paper Number:
Publication Date:

Click to purchase paper as a non-member or you can login as an AES member to see more options.

No AES members have commented on this paper yet.

Subscribe to this discussion

RSS Feed To be notified of new comments on this paper you can subscribe to this RSS feed. Forum users should login to see additional options.

Start a discussion!

If you would like to start a discussion about this paper and are an AES member then you can login here:
Username:
Password:

If you are not yet an AES member and have something important to say about this paper then we urge you to join the AES today and make your voice heard. You can join online today by clicking here.

AES - Audio Engineering Society