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Human face sketch to rgb image with edge optimization and generative adversarial networks

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成果类型:
期刊论文
作者:
Zhang, Feng;Zhao, Huihuang;Ying, Wang;Liu, Qingyun;Raj, Alex Noel Joseph;...
通讯作者:
Zhao, H.
作者机构:
[Zhao, Huihuang; Liu, Qingyun; Ying, Wang; Zhang, Feng] Hengyang Normal Univ, Coll Comp Sci & Technol, Hengyang 421002, Peoples R China.
[Zhao, Huihuang; Liu, Qingyun; Ying, Wang] Hunan Prov Key Lab Intelligent Informat Proc & Ap, Hengyang 421002, Peoples R China.
[Raj, Alex Noel Joseph] Key Lab Digital Signal & Image Proc Guangdong, Shantou 515063, Peoples R China.
[Fu, Bin] Univ Texas Rio Grande Valley, Dept Comp Sci, Edinburg, TX USA.
通讯机构:
[Zhao, H.] C
[Zhao, H.] H
College of Computer Science and Technology, China
Hunan Provincial Key Laboratory of Intelligent Information Processing and ApplicationChina
语种:
英文
关键词:
Edge optimization;Generative adversarial networks;Human face sketch;RGB image
期刊:
Intelligent Automation and Soft Computing
ISSN:
1079-8587
年:
2020
卷:
26
期:
6
页码:
1391-1401
基金类别:
Funding Statement: This work is supported by the National Natural Science Foundation of China (Nos. 61503128, 61772179), Hunan Provincial Natural Science Foundation of China (No. 2020JJ4152, 2019JJ40005), The Science and Technology Novation Program of Hunan Province (No. 2016TP1020), Scientific Research Fund of Hunan Provincial Education Department (18A333), and the Double First-Class University Project of Hunan Province (No. Xiangjiaotong [2018] 469). Postgraduate Research and Innovation Projects of Hunan Province (No. Xiangjiaotong [2019] 248–998). Hengyang guided science and technology projects and Application-oriented Special Disciplines (No. Hengkefa [2018] 60–31). Industry University Research Innovation Foundation of Ministry of Education Science and Technology Development Center (No. 2020QT09). Postgraduate Scientific Research Innovation Project of Hunan Province (No. CX20190998).
机构署名:
本校为第一机构
院系归属:
计算机科学与技术学院
摘要:
Generating an RGB image from a sketch is a challenging and interest-ing topic. This paper proposes a method to transform a face sketch into a color image based on generation confrontation network and edge optimization. A neural network model based on Generative Adversarial Networks for transferring sketch to RGB image is designed. The face sketch and its RGB image is taken as the training data set. The human face sketch is transformed into an RGB image by the training method of generative adversarial networks confrontation. Aiming to generate a...

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