Exploring Methods Used in Face Swapping

Joshua Eklund
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Abstract

Face swapping involves replacing the face in one image (the target) with a face in a different image (the source) while maintaining the pose and expression of the target face. Previous methods of face swapping required extensive computer power and man hours. As such, new methods are being developed that are quicker, less resource intensive, and more accessible to the non-expert. This paper provides background information on key methods used for face swapping and outlines three recently developed approaches: one based on generative adversarial networks, one based on linear 3D morphable models, and one based on encoder-decoders.
探索换脸的方法
换脸是指将一张图像(目标)中的脸替换为另一张图像(源)中的脸,同时保持目标脸的姿势和表情。以前的换脸方法需要大量的计算机和人力。因此,正在开发的新方法更快,资源密集程度更低,对非专业人员来说更容易获得。本文提供了用于人脸交换的关键方法的背景信息,并概述了最近发展的三种方法:一种基于生成对抗网络,一种基于线性三维变形模型,一种基于编码器-解码器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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