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Practical guides

How Efficient Is AudioLDM in Training and Generation?

AudioLDM is efficient on both ends of the pipeline: the latent diffusion model (LDM) is trained on a single GPU using the AudioCaps dataset, and gene…

What Audio Manipulation Tasks Can AudioLDM Perform?

AudioLDM supports three text-guided audio manipulation tasks beyond basic text-to-audio generation: style transfer, inpainting, and super-resolution.…

How Does AudioLDM Generate Audio from Text?

AudioLDM generates audio by running a latent diffusion model (LDM) in a continuous audio latent space learned by a VAE, using a CLAP text embedding a…

What Is AudioLDM?

AudioLDM is a text-to-audio (TTA) generation system that synthesizes general audio—sound effects, human speech, and music—from text descriptions. It …