Study of facial generation methods after orthodontic treatment

被引:0
|
作者
Tian, Jia-Liang [1 ]
Zhang, Qin-Yan [1 ]
Li, Hai-Zhen [2 ]
Wang, Qing [3 ]
Lei, Yi [4 ]
Zang, Lin [5 ]
Gao, Xue-Mei [2 ]
Yang, Ji-Jiang [3 ]
机构
[1] Beijing Univ Posts & Telecommun, Coll Artificial Intelligence, Beijing, Peoples R China
[2] Peking Univ, Dept Orthodont, Sch & Hosp Stomatol, Beijing, Peoples R China
[3] Tsinghua Univ, Dept Automat, Beijing, Peoples R China
[4] Beijing Univ Technol, Fac Informat Technol, Sch Software Engn, Beijing, Peoples R China
[5] Pharmacovigilance Res Ctr Informat Technol & Data, Xiamen, Fujian, Peoples R China
基金
北京市自然科学基金;
关键词
Face Generation; Orthodontic Treatment; StyleGAN; Encoder-Decoder;
D O I
10.1109/COMPSAC54236.2022.00156
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
As the medical aesthetic market is growing rapidly in China, orthodontic treatment is becoming very common among the adolescent population. However, there are countless doctor-patient disputes due to treatment results that do not meet patients' expectations, so there is an urgent need for a method to predict treatment results. With the development of artificial intelligence technology, generative adversarial network has provided us with a new way of thinking. The purpose of this paper is to accurately predict the face of patients after orthodontic treatment by using generative adversarial network. Therefore, we designed an evaluation index to reflect the difference between the algorithm predicted image and the patient's real image. After that, we designed a network based on Encoder-Decoder architecture to transform the vectors in StyleGAN latent space. Finally, we carried out experiments to verify the effectiveness of the evaluation index design and the advantages of the algorithm.
引用
收藏
页码:1006 / 1011
页数:6
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