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Learning Sensitive Images using Generative Models

Abstract: 

The sheer amount of personal data being transmitted to cloud services and the ubiquity of cellphones cameras and various sensors have provoked a privacy concern among many people. On the other hand, the recent phenomenal growth of deep learning that brings advancements in almost every aspect of human life is heavily dependent on the access to data, including sensitive images, medical records, etc. Therefore, there is a need for a mechanism that transforms sensitive data in such a way as to preserves the privacy of individuals, yet still be useful for deep learning algorithms. This paper proposes the use of Generative Adversarial Networks (GANs) as one such mechanism, and through experimental results, shows its efficacy.

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Paper Details

Authors:
Sen-ching Samson Cheung, Herb Wildfeuer, Mehdi Nikkhah, Xiaoqing Zhu, Wai-tian Tan
Submitted On:
4 October 2018 - 5:40pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Herb Wildfeuer, Dan Tan, Xiaoqing Zhu
Paper Code:
WQ.P8.6 (2995)
Document Year:
2018
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Learning Sensitive Images using Generative Models

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[1] Sen-ching Samson Cheung, Herb Wildfeuer, Mehdi Nikkhah, Xiaoqing Zhu, Wai-tian Tan, "Learning Sensitive Images using Generative Models", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3467. Accessed: Oct. 20, 2019.
@article{3467-18,
url = {http://sigport.org/3467},
author = {Sen-ching Samson Cheung; Herb Wildfeuer; Mehdi Nikkhah; Xiaoqing Zhu; Wai-tian Tan },
publisher = {IEEE SigPort},
title = {Learning Sensitive Images using Generative Models},
year = {2018} }
TY - EJOUR
T1 - Learning Sensitive Images using Generative Models
AU - Sen-ching Samson Cheung; Herb Wildfeuer; Mehdi Nikkhah; Xiaoqing Zhu; Wai-tian Tan
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3467
ER -
Sen-ching Samson Cheung, Herb Wildfeuer, Mehdi Nikkhah, Xiaoqing Zhu, Wai-tian Tan. (2018). Learning Sensitive Images using Generative Models. IEEE SigPort. http://sigport.org/3467
Sen-ching Samson Cheung, Herb Wildfeuer, Mehdi Nikkhah, Xiaoqing Zhu, Wai-tian Tan, 2018. Learning Sensitive Images using Generative Models. Available at: http://sigport.org/3467.
Sen-ching Samson Cheung, Herb Wildfeuer, Mehdi Nikkhah, Xiaoqing Zhu, Wai-tian Tan. (2018). "Learning Sensitive Images using Generative Models." Web.
1. Sen-ching Samson Cheung, Herb Wildfeuer, Mehdi Nikkhah, Xiaoqing Zhu, Wai-tian Tan. Learning Sensitive Images using Generative Models [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3467