Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: FICGAN: Facial Identity Controllable GAN for De-identification   In this work, we present Facial Identity Controllable GAN (FICGAN) for not
only generating high-quality de-identified face images with ensured privacy
protection, but also detailed controllability on attribute preservation for
enhanced data utility. We tackle the less-explored yet desired functionality in
face de-identification based on the two factors. First, we focus on the
challenging issue to obtain a high level of privacy protection in the
de-identification task while uncompromising the image quality. Second, we
analyze the facial attributes related to identity and non-identity and explore
the trade-off between the degree of face de-identification and preservation of
the source attributes for enhanced data utility. Based on the analysis, we
develop Facial Identity Controllable GAN (FICGAN), an autoencoder-based
conditional generative model that learns to disentangle the identity attributes
from non-identity attributes on a face image. By applying the manifold k-same
algorithm to satisfy k-anonymity for strengthened security, our method achieves
enhanced privacy protection in de-identified face images. Numerous experiments
demonstrate that our model outperforms others in various scenarios of face
de-identification.

21
The categories of this paper are: adap-org
30
The categories of this paper are: q-alg
31
The categories of this paper are: ao-sci
5
The categories of this paper are: gr-qc
37
The categories of this paper are: supr-con
7
The categories of this paper are: hep-th
11
The categories of this paper are: hep-lat
0
The categories of this paper are: hep-ph
23
The categories of this paper are: solv-int
3
The categories of this paper are: physics
19
The categories of this paper are: eess
25
The categories of this paper are: patt-sol
24
The categories of this paper are: dg-ga
17
The categories of this paper are: q-fin
32
The categories of this paper are: atom-ph
20
The categories of this paper are: acc-phys