一种新兴的人工智能技术 - 华南理工大学 - 汉语桥—“创新:中国粤港澳大湾区”线上团组交流项目 - 汉语桥团组在线体验平台

Chinese Bridge –“Innovation: China’s Greater Bay Area”Online Program

汉语桥—“创新:中国粤港澳大湾区”线上团组交流项目

Deep-fake: An Emerging AI technology

一种新兴的人工智能技术

Course Syllabus 课程章节

1

This course introduces the definition of deep-fake, lists several applications and different databases of fake faces, such as RefaceAI which is an AI-driven face-swapping application, mobile app Doublicat, Zao Chinese app, deepfakes web, etc. The deep-fake is a form of artificial intelligence combining the terms ‘deep learning’ and ‘fake’. in simple terms, it’s falsified videos made utilizing deep learning. Moreover, the course will explain how to generate a fake video, how to detect a fake video, and the future of deep-fake. Several deep learning models, such as DCGAN, PGGAN, StyleGAN are introduced to generate fake face images and videos. The key clues to detect fake videos cover several aspects including spatial features, temporal features, temporal-spatial features, features of external imaging environment, human biological signals, etc. The contents will also show several approaches to detect fake videos.

本课程介绍了什么是deep-fake,并列举了几种deep-fake的应用和不同的合成人脸数据库,例如人工智能驱动的换脸应用RefaceAI,Doublicat应用软件, Zao中国应用软件,deepfakes 网页应用等等。Deep-fake是人工智能的一种体现形式,是“深度学习”和“fake”的结合。简单地说,这是通过深度学习制作的非真实的合成视频。此外,本课程将解释如何生成合成视频,如何检测合成视频和deep-fake的未来发展展望。本课程介绍了DCGAN、PGGAN、StyleGAN等深度学习模型如何来生成合成人脸图像和视频。虚假视频检测的关键线索包括空间特征、时间特征、时空特征、外部成像环境特征、人体生物信号等几个方面, 并展示了几种检测合成视频的方法。

General Courses 通用课程