Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Algorithmic Fairness in Face Morphing Attack Detection   Face morphing attacks can compromise Face Recognition System (FRS) by
exploiting their vulnerability. Face Morphing Attack Detection (MAD) techniques
have been developed in recent past to deter such attacks and mitigate risks
from morphing attacks. MAD algorithms, as any other algorithms should treat the
images of subjects from different ethnic origins in an equal manner and provide
non-discriminatory results. While the promising MAD algorithms are tested for
robustness, there is no study comprehensively bench-marking their behaviour
against various ethnicities. In this paper, we study and present a
comprehensive analysis of algorithmic fairness of the existing Single
image-based Morph Attack Detection (S-MAD) algorithms. We attempt to better
understand the influence of ethnic bias on MAD algorithms and to this extent,
we study the performance of MAD algorithms on a newly created dataset
consisting of four different ethnic groups. With Extensive experiments using
six different S-MAD techniques, we first present benchmark of detection
performance and then measure the quantitative value of the algorithmic fairness
for each of them using Fairness Discrepancy Rate (FDR). The results indicate
the lack of fairness on all six different S-MAD methods when trained and tested
on different ethnic groups suggesting the need for reliable MAD approaches to
mitigate the algorithmic bias.

15
The categories of this paper are: nucl-ex
34
The categories of this paper are: chem-ph
6
The categories of this paper are: astro-ph
10
The categories of this paper are: q-bio
13
The categories of this paper are: quant-ph
3
The categories of this paper are: physics
30
The categories of this paper are: q-alg
17
The categories of this paper are: q-fin
14
The categories of this paper are: math-ph
23
The categories of this paper are: solv-int
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The categories of this paper are: chao-dyn
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The categories of this paper are: adap-org
31
The categories of this paper are: ao-sci
4
The categories of this paper are: cond-mat
8
The categories of this paper are: hep-ex
27
The categories of this paper are: comp-gas