OmniSonic: Towards Universal and Holistic Audio Generation from Video and Text
In this paper, we propose Universal Holistic Audio Generation (UniHAGen), a task for synthesizing comprehensive auditory scenes that include both on-screen and off-screen sounds across diverse domains (e.g., ambient events, musical instruments, and human speech). Prior video-conditioned audio generation models typically focus on producing on-screen environmental sounds that correspond to visible sounding events, neglecting off-screen auditory events. While recent holistic joint text-video-to-audio generation models aim to produce auditory scenes with both on- and off-screen sound but they are limited to non-speech sounds, lacking the ability to generate or integrate human speech. To overc...
| Authors | Weiguo Pian, Saksham Singh Kushwaha, Zhimin Chen et al. |
|---|---|
| Primary category | cs.SD |
| Published | 6 April 2026 |
| Last updated at source | 6 April 2026 |
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