DeepAI
Log In Sign Up

SimSwap: An Efficient Framework For High Fidelity Face Swapping

06/11/2021
by   Renwang Chen, et al.
0

We propose an efficient framework, called Simple Swap (SimSwap), aiming for generalized and high fidelity face swapping. In contrast to previous approaches that either lack the ability to generalize to arbitrary identity or fail to preserve attributes like facial expression and gaze direction, our framework is capable of transferring the identity of an arbitrary source face into an arbitrary target face while preserving the attributes of the target face. We overcome the above defects in the following two ways. First, we present the ID Injection Module (IIM) which transfers the identity information of the source face into the target face at feature level. By using this module, we extend the architecture of an identity-specific face swapping algorithm to a framework for arbitrary face swapping. Second, we propose the Weak Feature Matching Loss which efficiently helps our framework to preserve the facial attributes in an implicit way. Extensive experiments on wild faces demonstrate that our SimSwap is able to achieve competitive identity performance while preserving attributes better than previous state-of-the-art methods. The code is already available on github: https://github.com/neuralchen/SimSwap.

READ FULL TEXT

page 1

page 5

page 6

page 8

page 10

page 11

page 12

page 13

12/31/2019

FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping

In this work, we propose a novel two-stage framework, called FaceShifter...
06/18/2021

HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping

In this work, we propose a high fidelity face swapping method, called Hi...
10/19/2022

FaceDancer: Pose- and Occlusion-Aware High Fidelity Face Swapping

In this work, we present a new single-stage method for subject agnostic ...
01/11/2022

MobileFaceSwap: A Lightweight Framework for Video Face Swapping

Advanced face swapping methods have achieved appealing results. However,...
05/12/2020

DeepFaceLab: A simple, flexible and extensible face swapping framework

DeepFaceLab is an open-source deepfake system created by iperov for face...
11/19/2022

Face Swapping as A Simple Arithmetic Operation

We propose a novel high-fidelity face swapping method called "Arithmetic...
10/05/2022

Geometry Driven Progressive Warping for One-Shot Face Animation

Face animation aims at creating photo-realistic portrait videos with ani...