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FSA-Net: A Cost-efficient Face Swapping Attention Network with Occlusion-Aware Normalization

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成果类型:
期刊论文
作者:
Bin, Zhipeng;Zhao, Huihuang;Liang, Xiaoman;Chen, Wenli
通讯作者:
Zhao, HH
作者机构:
[Liang, Xiaoman; Chen, Wenli; Zhao, Huihuang; Bin, Zhipeng; Zhao, HH] Hengyang Normal Univ, Coll Comp Sci & Technol, Hengyang 421002, Peoples R China.
[Liang, Xiaoman; Zhao, Huihuang; Zhao, HH] Hunan Prov Key Lab Intelligent Informat Proc & App, Hengyang 421002, Peoples R China.
通讯机构:
[Zhao, HH ] H
Hengyang Normal Univ, Coll Comp Sci & Technol, Hengyang 421002, Peoples R China.
Hunan Prov Key Lab Intelligent Informat Proc & App, Hengyang 421002, Peoples R China.
语种:
英文
关键词:
Attention face-swapping;face manipulation;identity swap;image translation;neural network
期刊:
Intelligent Automation and Soft Computing
ISSN:
1079-8587
年:
2023
卷:
37
期:
1
页码:
971-983
基金类别:
Funding Statement: This work was supported by the National Natural Science Foundation of China (No.61772179), the Hunan Provincial Natural Science Foundation of China (No.2020JJ4152, No.2022JJ50016), the science and technology innovation Program of Hunan Province (No.2016TP10 20), the Scientific Research Fund of Hunan Provincial Education Department (No.21B0649), and the Double First-Class University Project of Hunan Province (Xiangjiaotong [2018]469).
机构署名:
本校为第一且通讯机构
院系归属:
计算机科学与技术学院
摘要:
The main challenges in face swapping are the preservation and adaptive superimposition of attributes of two images. In this study, the Face Swapping Attention Network (FSA-Net) is proposed to generate photorealistic face swapping. The existing face-swapping methods ignore the blending attributes or mismatch the facial keypoint (cheek, mouth, eye, nose, etc.), which causes artifacts and makes the generated face silhouette non-realistic. To address this problem, a novel reinforced multi-aware attention module, referred to as RMAA, is proposed for...

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