Semantic-aware deidentification generative adversarial networks for identity anonymization

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Main Authors: Hyeongbok, Kim, Zhiqi, Pang, Lingling, Zhao
Format: Book
Language:English
Published: Springer 2023
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Online Access:https://link.springer.com/article/10.1007/s11042-022-13917-6
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7399
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spelling oai:localhost:PNK-73992023-03-31T08:44:19Z Semantic-aware deidentification generative adversarial networks for identity anonymization Hyeongbok, Kim Zhiqi, Pang Lingling, Zhao SDGAN increasing attention CC BY Privacy protection in the computer vision field has attracted increasing attention. Generative adversarial network-based methods have been explored for identity anonymization, but they do not take into consideration semantic information of images, which may result in unrealistic or flawed facial results. In this paper, we propose a Semantic-aware De-identification Generative Adversarial Network (SDGAN) model for identity anonymization. To retain the facial expression effectively, we extract the facial semantic image using the edge-aware graph representation network to constraint the position, shape and relationship of generated facial key features. 2023-03-31T08:44:18Z 2023-03-31T08:44:18Z 2023 Book https://link.springer.com/article/10.1007/s11042-022-13917-6 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7399 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic SDGAN
increasing attention
spellingShingle SDGAN
increasing attention
Hyeongbok, Kim
Zhiqi, Pang
Lingling, Zhao
Semantic-aware deidentification generative adversarial networks for identity anonymization
description CC BY
format Book
author Hyeongbok, Kim
Zhiqi, Pang
Lingling, Zhao
author_facet Hyeongbok, Kim
Zhiqi, Pang
Lingling, Zhao
author_sort Hyeongbok, Kim
title Semantic-aware deidentification generative adversarial networks for identity anonymization
title_short Semantic-aware deidentification generative adversarial networks for identity anonymization
title_full Semantic-aware deidentification generative adversarial networks for identity anonymization
title_fullStr Semantic-aware deidentification generative adversarial networks for identity anonymization
title_full_unstemmed Semantic-aware deidentification generative adversarial networks for identity anonymization
title_sort semantic-aware deidentification generative adversarial networks for identity anonymization
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s11042-022-13917-6
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7399
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score 8.887836