Research on Face Attribute Privacy Protection Method Based on Multi task Learning

F Gu, E Blancaflor, M Abisado - 2023 5th International …, 2023 - ieeexplore.ieee.org
With the widespread application of facial image recognition in fields such as finance, social
media, and transportation, the privacy data of facial images is also frequently leaked. In …

A lightweight privacy-preserving scheme using pixel block mixing for facial image classification in deep learning

Y Xiang, T Li, W Ren, T Zhu, KKR Choo - Engineering Applications of …, 2023 - Elsevier
The training of state-of-the-art deep learning models generally requires significant high-
quality data, including personal and sensitive data. To ensure privacy of the sensitive data …

[HTML][HTML] Online New Media Oriented Privacy Data Recognition Mechanism Based on Deep Learning

J Liu, N Yu - Journal of Multimedia Information System, 2023 - jmis.org
Although the current face de-recognition algorithm can effectively protect the user's identity,
it will change the original attributes of the image, destroy the visual effect, or change the …

Research on the Privacy Security of Face Recognition Technology

L Pang - Computational Intelligence and Neuroscience, 2022 - Wiley Online Library
To solve the problem that privacy data are easy to leak in the application of face recognition
technology in apps, a method which is based on differential privacy for privacy security …

MAP-GAN: Generative Adversarial Network for Privacy Preserving of Multiple Facial Attributes

M Yue, B Jin, Z Yao - 2023 18th International Conference on …, 2023 - ieeexplore.ieee.org
The widespread use of face recognition systems has raised concerns about privacy and
security. In this paper, we proposed multi-attribute privacy-preserving generative ad …

FaceIDP: Face identification differential privacy via dictionary learning neural networks

L Ou, Y He, S Liao, Z Qin, Y Hong, D Zhang… - IEEE Access, 2023 - ieeexplore.ieee.org
In big-data era, large amount of facial images could be used to breach the face identification
system, which demands effective Face IDentification Differential Privacy (FaceIDP) of the …

Privacy preserving facial image processing method using variational autoencoder

Y Qiu, Z Niu, Q Tian, B Song - International Conference on Big Data and …, 2021 - Springer
Over the recent years, a massive number of face images are widely used in each field of
Internet, which makes the privacy leakage problem due to the abuse of facial images …

PrivacyNet: Semi-adversarial networks for multi-attribute face privacy

V Mirjalili, S Raschka, A Ross - IEEE Transactions on Image …, 2020 - ieeexplore.ieee.org
Recent research has established the possibility of deducing soft-biometric attributes such as
age, gender, and race from an individual's face image with high accuracy. However, this …

[HTML][HTML] Transferable face image privacy protection based on federated learning and ensemble models

J Yang, J Liu, R Han, J Wu - Complex & Intelligent Systems, 2021 - Springer
Face image features represent significant user privacy concerns. Face images cannot be
privately transferred under existing privacy protection methods, and data across various …

Research on Privacy Protection of Intelligent Applications

S Zhao, Y Yao - Transactions on Computer Science and Technology, 2022 - ivypub.org
There are many privacy protection methods in the field of artificial intelligence. Firstly, this
paper summarizes the related secure multi-party privacy computing methods, image …