Identity preserving face completion with generative adversarial networks
As a special application of image completion technology,face image completion has an irreplaceable role in the occlusion of face recognition,portrait restoration and other issues.The existing face completion algorithm only aims at complementing the authenticity of the image without considering its i...
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| Format: | Article |
| Language: | English |
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POSTS&TELECOM PRESS Co., LTD
2018-08-01
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| Series: | 网络与信息安全学报 |
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| Online Access: | http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2018070 |
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| _version_ | 1841530162848464896 |
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| author | Xudong WANG Hongquan WEI Chao GAO Ruiyang HUANG |
| author_facet | Xudong WANG Hongquan WEI Chao GAO Ruiyang HUANG |
| author_sort | Xudong WANG |
| collection | DOAJ |
| description | As a special application of image completion technology,face image completion has an irreplaceable role in the occlusion of face recognition,portrait restoration and other issues.The existing face completion algorithm only aims at complementing the authenticity of the image without considering its identity consistency after completion.A face complement algorithm based on improved generative confrontation network was designed.By introducing SN-GAN algorithm,the stability of model training was improved.At the same time,the identity recognition constraint was added to the generated image using the face recognition model.Experiments have shown that the proposed method can effectively maintain the identity of the complementary image when generating high-authenticity images. |
| format | Article |
| id | doaj-art-b54b175993e146c6ab1cbe87350970ec |
| institution | Kabale University |
| issn | 2096-109X |
| language | English |
| publishDate | 2018-08-01 |
| publisher | POSTS&TELECOM PRESS Co., LTD |
| record_format | Article |
| series | 网络与信息安全学报 |
| spelling | doaj-art-b54b175993e146c6ab1cbe87350970ec2025-01-15T03:12:58ZengPOSTS&TELECOM PRESS Co., LTD网络与信息安全学报2096-109X2018-08-014717659554117Identity preserving face completion with generative adversarial networksXudong WANGHongquan WEIChao GAORuiyang HUANGAs a special application of image completion technology,face image completion has an irreplaceable role in the occlusion of face recognition,portrait restoration and other issues.The existing face completion algorithm only aims at complementing the authenticity of the image without considering its identity consistency after completion.A face complement algorithm based on improved generative confrontation network was designed.By introducing SN-GAN algorithm,the stability of model training was improved.At the same time,the identity recognition constraint was added to the generated image using the face recognition model.Experiments have shown that the proposed method can effectively maintain the identity of the complementary image when generating high-authenticity images.http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2018070image completionidentity preservinggenerative adversarial nets(GAN)face recognition |
| spellingShingle | Xudong WANG Hongquan WEI Chao GAO Ruiyang HUANG Identity preserving face completion with generative adversarial networks 网络与信息安全学报 image completion identity preserving generative adversarial nets(GAN) face recognition |
| title | Identity preserving face completion with generative adversarial networks |
| title_full | Identity preserving face completion with generative adversarial networks |
| title_fullStr | Identity preserving face completion with generative adversarial networks |
| title_full_unstemmed | Identity preserving face completion with generative adversarial networks |
| title_short | Identity preserving face completion with generative adversarial networks |
| title_sort | identity preserving face completion with generative adversarial networks |
| topic | image completion identity preserving generative adversarial nets(GAN) face recognition |
| url | http://www.cjnis.com.cn/thesisDetails#10.11959/j.issn.2096-109x.2018070 |
| work_keys_str_mv | AT xudongwang identitypreservingfacecompletionwithgenerativeadversarialnetworks AT hongquanwei identitypreservingfacecompletionwithgenerativeadversarialnetworks AT chaogao identitypreservingfacecompletionwithgenerativeadversarialnetworks AT ruiyanghuang identitypreservingfacecompletionwithgenerativeadversarialnetworks |