Community

AES Journal Forum

The Fast Local Sparsity Method: A Low-Cost Combination of Time-Frequency Representations Based on the Hoyer Sparsity

Document Thumbnail

This paper describes a novel, low-cost method for combining time-frequency representations into a more sparse one. To this end, a new local quality measure that is based on an amplitude-weighted version of the so-called Hoyer sparsity is proposed. A detailed evaluation procedure that employs a dataset with nearly perfect f0 annotations of melodic signals and a set of white-noise pulses is adopted for assessing the time-frequency resolution attained. The proposed method is shown to produce state-of-the-art results among the existing combination methods in terms of energy concentration at frequency contours, onsets, and offsets, meeting the most desirable requirements: high time-frequency resolution, low computational cost, and the capability of combining representations with non-linear frequency scale.

Authors:
Affiliations:
JAES Volume 70 Issue 9 pp. 698-707; September 2022
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