🔧 other

Make-An-Audio 2

Text-to-audio generation technology based on diffusion model

#Large language model
#diffusion model
#audio synthesis
#text to audio
Make-An-Audio 2

Product Details

Make-An-Audio 2 is a text-to-audio generation technology based on the diffusion model, jointly developed by researchers from Zhejiang University, ByteDance, and the Chinese University of Hong Kong. The technology improves the quality of generated audio by using pre-trained large language models (LLMs) to parse text, optimizing semantic alignment and temporal consistency. It also designs a feedforward Transformer-based diffusion denoiser to improve the performance of variable-length audio generation and enhance the extraction of temporal information. Furthermore, the problem of temporal data scarcity is solved by using LLMs to convert large amounts of audio label data into audio text datasets.

Main Features

1
Use pre-trained large language models (LLMs) to parse text and optimize temporal information capture
2
Introducing a structured text encoder to assist in learning semantic alignment during diffusion denoising
3
Design a diffusion denoiser based on feedforward Transformer to improve variable-length audio generation performance
4
Utilize LLMs to enhance and transform audio tag data to alleviate the temporal data scarcity problem
5
Surpassing the baseline model in objective and subjective indicators, significantly improving temporal information understanding, semantic consistency and sound quality

How to Use

1
Step 1: Prepare natural language text as input
2
Step 2: Parse the text using Make-An-Audio 2’s Text Encoder
3
Step 3: Structured text encoder assists in learning semantic alignment
4
Step 4: Generate audio using diffusion denoiser
5
Step 5: Adjust the length and timing controls of the generated audio
6
Step 6: Modify structured input as needed to control timing precisely
7
Step 7: Generate final audio output

Target Users

The target audience of this technology is researchers and developers in the field of audio synthesis, as well as application scenarios that require high-quality text-to-audio conversion, such as automatic dubbing, audiobook production, etc. Through its advanced technology, Make-An-Audio 2 is able to generate high-quality audio that is semantically aligned and time-consistent with the text content to meet the needs of these users.

Examples

Automatically generate background sound effects and dialogue for audiobooks

Automatically add narration and sound effects to video content

Create virtual character voices for use in games or animations

Quick Access

Visit Website →

Categories

🔧 other
› AI music generation
› AI audio generation

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