A Hybrid of Deep Audio Feature and i-vector for Artist Recognition

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Artist recognition is a task of modeling the artist’s musical style. This problem is challenging because there is no clear standard. We propose a hybrid method of the generative model i-vector and the discriminative model deep convolutional neural network. We show that this approach achieves state-of-the-art performance by complementing each other. In addition, we briefly explain the advantages and disadvantages of each approach.
Publisher
The International Machine Learning Society
Issue Date
2018-07-14
Language
English
Citation

International Conference on Machine Learning(ICML)

URI
http://hdl.handle.net/10203/249899
Appears in Collection
GCT-Conference Papers(학술회의논문)
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