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DuetFace: Collaborative Privacy-Preserving Face Recognition via Channel Splitting in the Frequency Domain. (arXiv:2207.07340v1 [cs.CV])
July 18, 2022, 1:20 a.m. | Yuxi Mi, Yuge Huang, Jiazhen Ji, Hongquan Liu, Xingkun Xu, Shouhong Ding, Shuigeng Zhou
cs.CR updates on arXiv.org arxiv.org
With the wide application of face recognition systems, there is rising
concern that original face images could be exposed to malicious intents and
consequently cause personal privacy breaches. This paper presents DuetFace, a
novel privacy-preserving face recognition method that employs collaborative
inference in the frequency domain. Starting from a counterintuitive discovery
that face recognition can achieve surprisingly good performance with only
visually indistinguishable high-frequency channels, this method designs a
credible split of frequency channels by their cruciality for visualization and …
More from arxiv.org / cs.CR updates on arXiv.org
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