~/talk

Piano Genie

Talkat IUI 2019 · 2019-03-17..03-20· [creative-coding, machine-learning]
links:none on file
name:Ian Simon
links:none on file
slides:none on file

Piano Genie maps an 88-key piano to an eight-button controller by training a recurrent neural network autoencoder with a discrete bottleneck: an encoder learns button sequences from a few hundred piano performances and a decoder reconstructs notes in real time. Regularization enforces melodic contour so higher buttons yield higher pitches. A web demo plays improvised outputs (not reproducible twice) and a user study shows Piano Genie outperforms a scale mapping and a performance RNN on enjoyment and perceived control.

AI-written summary · about

  1. 0:00The vision for music AI
  2. 2:58Introducing Piano Genie
  3. 5:30Auto-encoding approach
  4. 8:01User evaluation and outlook
  5. 10:48Q&A and future developments
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