Behind the Scenes

Deep Learning

Ladukhin's original scores are monophonic melodies with no accompaniment. Piano parts were generated using BachBot, a deep learning model trained on Bach's chorales, then manually arranged by the developer.

Singing Voice Synthesis

Guide vocals were originally generated using Sinsy, a vocal synthesizer developed at Nagoya Institute of Technology.