Browsing Centre for Digital Music (C4DM) by Author "Sturm"

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    • Deep Learning, Audio Adversaries, and Music Content Analysis 

      Sturm; Kereliuk, C; Larsen, J; IEEE Workshop on Applications of Signal Processing to Audio and Acoustics
      We present the concept of {\em adversarial audio} in the context of deep neural networks (DNNs) for music content analysis. An adversary is an algorithm that makes minor perturbations to an input that cause major repercussions ...

    • ?` El Caballo Viejo? Latin genre recognition with deep learning and spectral periodicity 

      Sturm; Kereliuk, C; Larsen, J; Mathematics and Computation in Music (Springer, 2015-06-16)
      The ``winning'' system in the 2013 MIREX Latin Genre Classification Task was a deep neural network trained with simple features. An explanation for its winning performance has yet to be found. In previous work, we built ...