Generative Transformer-based Models of Symbolic Polyphonic Music

Master Thesis

Institute for Music Informatics and Musicology, University of Music Karlsruhe

Bach Chorale Samples

generated bach chorale 1
First chorale generated by model 1.

generated bach chorale 2
Second chorale generated by model 1.


generated maestro sample
Sample generated by the MAESTRO model (manually transcribed).

Bach Chorale Reconstructions

Original Beweis dein Macht, Herr Jesu Christ.

reconstruction 1
First reconstruction.

reconstruction 2
Second reconstruction.

Bach Chorale Latent Model Sample

code generated sample
Chorale generated using the latent generative model and the decoder.