Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: PF-cpGAN: Profile to Frontal Coupled GAN for Face Recognition in the
  Wild   In recent years, due to the emergence of deep learning, face recognition has
achieved exceptional success. However, many of these deep face recognition
models perform relatively poorly in handling profile faces compared to frontal
faces. The major reason for this poor performance is that it is inherently
difficult to learn large pose invariant deep representations that are useful
for profile face recognition. In this paper, we hypothesize that the profile
face domain possesses a gradual connection with the frontal face domain in the
deep feature space. We look to exploit this connection by projecting the
profile faces and frontal faces into a common latent space and perform
verification or retrieval in the latent domain. We leverage a coupled
generative adversarial network (cpGAN) structure to find the hidden
relationship between the profile and frontal images in a latent common
embedding subspace. Specifically, the cpGAN framework consists of two GAN-based
sub-networks, one dedicated to the frontal domain and the other dedicated to
the profile domain. Each sub-network tends to find a projection that maximizes
the pair-wise correlation between two feature domains in a common embedding
feature subspace. The efficacy of our approach compared with the
state-of-the-art is demonstrated using the CFP, CMU MultiPIE, IJB-A, and IJB-C
datasets.

6
The categories of this paper are: astro-ph
17
The categories of this paper are: q-fin
0
The categories of this paper are: hep-ph
15
The categories of this paper are: nucl-ex
33
The categories of this paper are: plasm-ph
29
The categories of this paper are: funct-an
36
The categories of this paper are: cmp-lg
5
The categories of this paper are: gr-qc
20
The categories of this paper are: acc-phys
27
The categories of this paper are: comp-gas
37
The categories of this paper are: supr-con
4
The categories of this paper are: cond-mat
16
The categories of this paper are: stat
24
The categories of this paper are: dg-ga
34
The categories of this paper are: chem-ph
8
The categories of this paper are: hep-ex