Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: FSNet: An Identity-Aware Generative Model for Image-based Face Swapping   This paper presents FSNet, a deep generative model for image-based face
swapping. Traditionally, face-swapping methods are based on three-dimensional
morphable models (3DMMs), and facial textures are replaced between the
estimated three-dimensional (3D) geometries in two images of different
individuals. However, the estimation of 3D geometries along with different
lighting conditions using 3DMMs is still a difficult task. We herein represent
the face region with a latent variable that is assigned with the proposed deep
neural network (DNN) instead of facial textures. The proposed DNN synthesizes a
face-swapped image using the latent variable of the face region and another
image of the non-face region. The proposed method is not required to fit to the
3DMM; additionally, it performs face swapping only by feeding two face images
to the proposed network. Consequently, our DNN-based face swapping performs
better than previous approaches for challenging inputs with different face
orientations and lighting conditions. Through several experiments, we
demonstrated that the proposed method performs face swapping in a more stable
manner than the state-of-the-art method, and that its results are compatible
with the method thereof.

24
The categories of this paper are: dg-ga
35
The categories of this paper are: mtrl-th
8
The categories of this paper are: hep-ex
30
The categories of this paper are: q-alg
28
The categories of this paper are: alg-geom
9
The categories of this paper are: nlin
25
The categories of this paper are: patt-sol
37
The categories of this paper are: supr-con
6
The categories of this paper are: astro-ph
33
The categories of this paper are: plasm-ph
22
The categories of this paper are: chao-dyn
7
The categories of this paper are: hep-th
21
The categories of this paper are: adap-org
20
The categories of this paper are: acc-phys
32
The categories of this paper are: atom-ph
3
The categories of this paper are: physics