Learn Before
Concept
Basic Intuitions of Music Transfer Model
There are three basic music model constructing foundations:
- Conditions or labels could be added so as to realize explicit control. And we could try to maximize the "mutual information" introduced by infoGAN to train our model.
- In Deep Variational Model or Seq2seq models, the high-dimensional representation of music and the styles are decoupled, and the styles are replaced with other style representations so as to realize the music style tranfer.
- It's actually a subset of intuition 2. However, it's widely used in timbre transfer models. As a result, it's separately introduced here. We could transfer our music to pics and use methods based on neural style transfer to realize the music style transfer.
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Updated 2021-04-04
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Data Science
Related
What is style transfer ?
Different Representations of Music
Music Style Transfer For Different Music Representations
Useful References for Music Style Transfer:
Purpose (Music Style Transfer)
Challenges (Music Style Transfer)
Basic Intuitions of Music Transfer Model
A Universal Music Translation Network
A Summary Paper of Progress in Music Transfer Tasks