大数据2026,Vol.12Issue(1):146-173,28.DOI:10.11959/j.issn.2096-0271.2025071
人工智能生成内容技术综述
AIGC:a survey of AI-generated content technologies
摘要
Abstract
As a novel content creation method,AI-generated content(AIGC)technology provides new solutions to the challenges of digital intelligence in the digital economy.AIGC utilizes artificial intelligence to assist or replace manual content creation,generating various forms of content such as text,images,audio,and video based on user needs.In recent years,the rapid development of deep learning models has significantly enhanced the generative capabilities of AIGC,making it a research hotspot in the field of artificial intelligence.As a fundamental technology,AIGC has enormous application potential but also faces certain limitations.This paper provides a comprehensive overview of AIGC technology.Firstly,it introduces the related algorithms of AIGC,including generative adversarial networks,variational autoencoder,diffusion models,and large language models;then it explores the applications of AIGC in generating different content forms;finally,it summarizes the challenges faced by AIGC technology and discusses future development trends.关键词
人工智能生成内容/生成对抗网络/变分自编码器/扩散模型/大语言模型Key words
AI-generated content/generative adversarial networks/variational autoencoder/diffusion model/large language model分类
信息技术与安全科学引用本文复制引用
张旭龙,瞿晓阳,谢骏飞,刘鹏程,肖春光,王健宗..人工智能生成内容技术综述[J].大数据,2026,12(1):146-173,28.基金项目
广东省重点领域研发计划"新一代人工智能"重大专项(No.2021B0101400003) The Key Research and Development Program of Guangdong Province(No.2021B0101400003) (No.2021B0101400003)