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raw text

Make-An-Audio: Text-To-Audio Generation with Prompt-Enhanced Diffusion Models Make-An-Audio: Text-To-Audio Generation with Prompt-Enhanced Diffusion Models Rongjie Huang* 1 , Jiawei Huang* 1 , Dongchao Yang* 2 , Yi Ren 3 , Luping liu 1 , Mingze Li 1 , Zhenhui Ye 1 , Jinglin Liu 1 , Xiang Yin 3 , Zhou Zhao 1 , 1 Zhejiang University 2 Peking University 3 Speech & Audio Team, ByteDance AI Lab * Equal Contribution [paper] [github] Abstract Large-scale multimodal generative modeling has created milestones in text-to-image and text-to-video generation. Its application to audio still lags behind due to two main reasons: the lack of large-scale datasets with high-quality text-audio pairs, and the complexity of modeling long continuous audio data. In this work, we propose Make-An-Audio with a prompt-enhanced diffusion model that addresses these gaps by 1) introducing pseudo prompt enhancement with a distill-then-reprogram approach which a...

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