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 **Auffusion** is a latent diffusion model (LDM) for text-to-audio (TTA) generation. **Auffusion** can generate realistic audios including human sounds, animal sounds, natural and artificial sounds and sound effects from textual prompts. We introduce Auffusion, a TTA system adapting T2I model frameworks to TTA task, by effectively leveraging their inherent generative strengths and precise cross-modal alignment. Our objective and subjective evaluations demonstrate that Auffusion surpasses previous TTA approaches using limited data and computational resource. We release our model, inference code, and pre-trained checkpoints for the research community.
 
 📣 We are releasing **Auffusion-Full-no-adapter** which was pre-trained on all datasets described in paper and created for easy use of audio manipulation.
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 📣 We are releasing **Auffusion-Full** which was pre-trained on all datasets described in paper.
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 📣 We are releasing **Auffusion** which was pre-trained on **AudioCaps**.
 
 ## Auffusion Model Family