12 citations · 13 across the 3 of their papers we have counts for
5 papers · 1 filter
DDSP-based Neural Waveform Synthesis of Polyphonic Guitar Performance from String-wise MIDI Input
Nicolas Jonason, Xin Wang, Erica Cooper +3
We explore the use of neural synthesis for acoustic guitar from string-wise MIDI input. We propose four different systems and compare them with both objective metrics and subjectiv…
Audio Latent Space Cartography
Nicolas Jonason, Bob L. T. Sturm
We explore the generation of visualisations of audio latent spaces using an audio-to-image generation pipeline. We believe this can help with the interpretability of audio latent s…
TimbreCLIP: Connecting Timbre to Text and Images
Nicolas Jonason, Bob L. T. Sturm
We present work in progress on TimbreCLIP, an audio-text cross modal embedding trained on single instrument notes. We evaluate the models with a cross-modal retrieval task on synth…
The "Horse'' Inside: Seeking Causes Behind the Behaviours of Music Content Analysis Systems
Bob L. Sturm
Building systems that possess the sensitivity and intelligence to identify and describe high-level attributes in music audio signals continues to be an elusive goal, but one that s…
Music transcription modelling and composition using deep learning
Bob L. Sturm, João Felipe Santos, Oded Ben-Tal +1
We apply deep learning methods, specifically long short-term memory (LSTM) networks, to music transcription modelling and composition. We build and train LSTM networks using approx…