Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: FOSS: Multi-Person Age Estimation with Focusing on Objects and Still
  Seeing Surroundings   Age estimation from images can be used in many practical scenes. Most of the
previous works targeted on the estimation from images in which only one face
exists. Also, most of the open datasets for age estimation contain images like
that. However, in some situations, age estimation in the wild and for
multi-person is needed. Usually, such situations were solved by two separate
models; one is a face detector model which crops facial regions and the other
is an age estimation model which estimates from cropped images. In this work,
we propose a method that can detect and estimate the age of multi-person with a
single model which estimates age with focusing on faces and still seeing
surroundings. Also, we propose a training method which enables the model to
estimate multi-person well despite trained with images in which only one face
is photographed. In the experiments, we evaluated our proposed method compared
with the traditional approach using two separate models. As the result, the
accuracy could be enhanced with our proposed method. We also adapted our
proposed model to commonly used single person photographed age estimation
datasets and it is proved that our method is also effective to those images and
outperforms the state of the art accuracy.

24
The categories of this paper are: dg-ga
15
The categories of this paper are: nucl-ex
37
The categories of this paper are: supr-con
9
The categories of this paper are: nlin
18
The categories of this paper are: econ
3
The categories of this paper are: physics
35
The categories of this paper are: mtrl-th
4
The categories of this paper are: cond-mat
34
The categories of this paper are: chem-ph
23
The categories of this paper are: solv-int
0
The categories of this paper are: hep-ph
13
The categories of this paper are: quant-ph
28
The categories of this paper are: alg-geom
16
The categories of this paper are: stat
22
The categories of this paper are: chao-dyn
14
The categories of this paper are: math-ph