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Device-Guided Music Transfer

Published: November 21, 2025 | arXiv ID: 2511.17136v1

By: Manh Pham Hung , Changshuo Hu , Ting Dang and more

Potential Business Impact:

Makes music sound good on any speaker.

Business Areas:
Music Streaming Internet Services, Media and Entertainment, Music and Audio

Device-guided music transfer adapts playback across unseen devices for users who lack them. Existing methods mainly focus on modifying the timbre, rhythm, harmony, or instrumentation to mimic genres or artists, overlooking the diverse hardware properties of the playback device (i.e., speaker). Therefore, we propose DeMT, which processes a speaker's frequency response curve as a line graph using a vision-language model to extract device embeddings. These embeddings then condition a hybrid transformer via feature-wise linear modulation. Fine-tuned on a self-collected dataset, DeMT enables effective speaker-style transfer and robust few-shot adaptation for unseen devices, supporting applications like device-style augmentation and quality enhancement.

Country of Origin
πŸ‡ΈπŸ‡¬ πŸ‡¦πŸ‡Ί Singapore, Australia

Page Count
7 pages

Category
Computer Science:
Sound