This webpage provides some sample inpainting results based on our research work titled "Learning to Traverse Latent Spaces for Musical Score Inpainting". The different models were used to generate the middle section (highlighted in green) of the melodies. Wait for a few seconds to let the file load completely before playing the examples. The examples are divided into two categories (Postively rated and Negatively rated) based on listening study that we conducted.
For these examples the inpaintings using InpaintNet were rated higher than the baselines.
Original
InpaintNet
Reg-ARNN
Base-ARNN
Original
InpaintNet
Reg-ARNN
Base-ARNN
Original
InpaintNet
Reg-ARNN
Base-ARNN
Original
InpaintNet
Reg-ARNN
Base-ARNN
For these examples the inpaintings using InpaintNet were rated lower than the baselines.
Original
InpaintNet (out-of-key F in G-major scale)
Reg-ARNN
Base-ARNN
Original
InpaintNet (out-of-key C# in G-major scale)
Reg-ARNN
Base-ARNN
Original
InpaintNet (sub-dominant C, not used in context)
Reg-ARNN
Base-ARNN
Original
InpaintNet (ends phrase on the leading tone C#)
Reg-ARNN
Base-ARNN