Sparse Chroma Estimation for Harmonic Non-Stationary Audio

Juhlin, Maria; Kronvall, Ted; Swärd, Johan; Jakobsson, Andreas (2015). Sparse Chroma Estimation for Harmonic Non-Stationary Audio Signal Processing Conference (EUSIPCO), 2015 23rd European, 26 - 30. 23rd European Signal Processing Conference, 2015. Nice, France: IEEE - Institute of Electrical and Electronics Engineers Inc.
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DOI:
Conference Proceeding/Paper | Published | English
Authors:
Juhlin, Maria ; Kronvall, Ted ; Swärd, Johan ; Jakobsson, Andreas
Department:
Mathematical Statistics
Statistical Signal Processing Group
Biomedical Modelling and Computation
Research Group:
Statistical Signal Processing Group
Biomedical Modelling and Computation
Abstract:
In this work, we extend on our recently proposed block sparse chroma estimator, such that the method also allows for signals with time-varying envelopes. Using a spline-based amplitude modulation of the chroma dictionary, the refined estimator is able to model longer frames than our earlier approach, as well as to model highly time-localized signals, and signals containing sudden bursts, such as trumpet or trombone signals, thus retaining more signal information than other methods for chroma estimation. The performance of the proposed estimator is evaluated on a recorded trumpet signal, clearly illustrating the improved performance, as compared to other used techniques.
Keywords:
chromagram ; amplitude modulation ; block sparsity ; convex optimization ; ADMM
LUP-ID:
6578e77c-c7fb-4080-84e9-0f02b0eb99dd | Link: https://lup.lub.lu.se/record/6578e77c-c7fb-4080-84e9-0f02b0eb99dd | Statistics

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