Towards Unified Song Generation and Singing Voice Conversion with Accompaniment Co-Generation
While song generation and singing voice conversion (SVC) have evolved significantly, they have long been developed isolated: the former lacks zero-shot speaker cloning, while the latter overlooks vocal-accompaniment synergy. To bridge this gap, we propose UniSinger, the first end-to-end framework unifying speaker cloning song generation and accompaniment co-generation SVC. Building on the multimodal diffusion transformer, we construct a unified speaker embedding space transferring speaker representation from SVC to song generation, endowing fine-grained cross-task timbre control. To mitigate multi-task optimization conflicts, we design a curriculum learning strategy using task-specific mo...
| Authors | Ziyu Zhang, Chunyu Qiang, Xiaopeng Wang et al. |
|---|---|
| Primary category | cs.SD |
| Published | 5 June 2026 |
| Last updated at source | 14 June 2026 |
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