Fakemusiccaps: a dataset for detection and attribution of synthetic music generated via text-to-music models
Text-To-Music (TTM) models have recently revolutionized the automatic music generation
research field. Specifically, by reaching superior performances to all previous state-of-the-art …
research field. Specifically, by reaching superior performances to all previous state-of-the-art …
MusicGen-Stem: Multi-stem music generation and edition through autoregressive modeling
While most music generation models generate a mixture of stems (in mono or stereo), we
propose to train a multi-stem generative model with 3 stems (bass, drums and other) that …
propose to train a multi-stem generative model with 3 stems (bass, drums and other) that …
Editing Music with Melody and Text: Using ControlNet for Diffusion Transformer
Despite the significant progress in controllable music generation and editing, challenges
remain in the quality and length of generated music due to the use of Mel-spectrogram …
remain in the quality and length of generated music due to the use of Mel-spectrogram …
The Interpretation Gap in Text-to-Music Generation Models
Large-scale text-to-music generation models have significantly enhanced music creation
capabilities, offering unprecedented creative freedom. However, their ability to collaborate …
capabilities, offering unprecedented creative freedom. However, their ability to collaborate …
Improving Controllability and Editability for Pretrained Text-to-Music Generation Models
Y Zhang - arxiv preprint arxiv:2411.12641, 2024 - arxiv.org
The field of AI-assisted music creation has made significant strides, yet existing systems
often struggle to meet the demands of iterative and nuanced music production. These …
often struggle to meet the demands of iterative and nuanced music production. These …