Publications

Towards Improving Harmonic Sensitivity and Prediction Stability for Singing Melody Extraction

Read full publication. Published by Towards Improving Harmonic Sensitivity and Prediction Stability for Singing Melody Extraction. Abstract: In deep learning research, many melody extraction models rely on redesigning neural network architectures to improve performance. In this paper, we propose an input feature modification and a training objective modification based on two assumptions. First, harmonics in […]

Publications

MusicLDM: Enhancing Novelty in Text-to-Music Generation Using Beat-Synchronous Mixup Strategies

Ke Chen, K., Wu, Y., Liu, H., Nezhurina, M., Berg-Kirkpatrick, T., and Dubnov, S., MusicLDM: Enhancing Novelty in Text-to-Music Generation Using Beat-Synchronous Mixup Strategies, arXiv preprint,, 2023. doi:10.48550/arXiv.2308.01546. Full publication Download publication Abstract: Diffusion models have shown promising results in cross-modal generation tasks, including text-to-image and text-to-audio generation. However, generating music, as a special type […]