A Systematic Evaluation of the Bag-of-Frames Representation for Music Information Retrieval

@article{Su2014ASE,
  title={A Systematic Evaluation of the Bag-of-Frames Representation for Music Information Retrieval},
  author={Li Su and Chin-Chia Michael Yeh and Jen-Yu Liu and Ju-Chiang Wang and Yi-Hsuan Yang},
  journal={IEEE Transactions on Multimedia},
  year={2014},
  volume={16},
  pages={1188-1200}
}
There has been an increasing attention on learning feature representations from the complex, high-dimensional audio data applied in various music information retrieval (MIR) problems. Unsupervised feature learning techniques, such as sparse coding and deep belief networks have been utilized to represent music information as a term-document structure comprising of elementary audio codewords. Despite the widespread use of such bag-of-frames (BoF) model, few attempts have been made to… CONTINUE READING
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