Aware Ranks Top Performer in NIST Face Analysis Technology Evaluation (FATE) Benchmarking Test While Optimizing Demographic Parity
11 Octobre 2023 - 3:15PM
Aware, Inc. (NASDAQ: AWRE) continues to build on its 30-year
history of innovation, broad IP and biometric leadership and its
commitment to deliver customers the highest level of technology
with accurate, non-biased, fast algorithms, as evidenced by its
performance in the National Institute for Standards and
Technology’s (NIST) independent Face Analysis Technology Evaluation
(FATE). The independent NIST results show Aware as a leader in
presentation attack detection liveness technology while affirming
Aware’s leadership position in optimizing demographic parity.
According to NIST, the FATE “evaluated the ability
of software-based algorithms (software only, no hardware
dependance) to detect the presence of presentation attacks in
conventional 2D still and video imagery of human faces. The report
surveyed the trade-off between false alarm rates on legitimate
non-attack images and detection rates on images of various
presentation attack instruments (PAIs).” Consistent with NIST’s
Face Recognition Vendor Test (FRVT), the test results of NIST FATE
are likely to become the trusted standard globally. This will bring
a much-needed standard in benchmarking based on ISO 30107 (which is
also called “anti-spoofing” or “liveness detection” for the
solutions aimed at solving the presentation attack detection (PAD)
problem).
As stated in the report: “The test results quantified the
accuracy of passive, software-based face PAD algorithms applied to
imagery of different PAIs… FATE PAD had two separate tasks that
evaluated algorithms with an ability to detect 1) impersonation
attacks and 2) evasion attacks... All algorithms [82] implemented
the impersonation detection task, and 27 of those algorithms also
implemented the evasion detection task... [The] evaluation dataset
contained imagery (primarily stills) of approximately 20,000
presentation attack attempts and 21,000 bona fide presentations,
which included 9 categories of presentation attacks.”
Aware achieved the rank #1 in security for both impersonation
and evasion detection for the TYPE 4 PA.
NIST did not disclose all the PAIs used in the evaluation to
encourage broad PAD effectiveness and to discourage tuning to
specific attacks. NIST explained the rationale behind the choice to
not disclose the evaluation method because it “reflects the
operational reality that attackers do not advertise their methods.”
Detection metrics for each PAI are reported but most are without
description of the PAI. “PAs used to evaluate impersonation
detection were also used to test evasion detection (by definition,
impersonation is also a form of evasion).”
While accuracy and convenience are both important to a PAD
solution, they are not sufficient. Speed and fairness are equally
critical and Aware performed exceptionally well. Eliminating
racial, gender, and other biases to achieve optimal demographic
parity has been Aware’s focus for years in both face recognition
and presentation attack detection. The results show that Aware
continues to lead in this area.
“Aware applauds NIST for both the rigor and the thought
leadership demonstrated in designing this evaluation,” says Dr.
Mohamed Lazzouni, Chief Technology Officer at Aware. “Aware
strongly believes in building systems in tune with the operational
conditions we encounter in our daily lives. As such, providing an
optimal experience to balance security and convenience is critical.
This is why Aware participated in both impersonation and evasion
tasks and performed exceptionally well in both.”
Aware continues to demonstrate that the use of deep learning and
sophisticated fusion strategies are critical building blocks for
biometric artificial intelligence (AI) systems to advance current
algorithms and build next generation ones. Aware’s core algorithms,
as well as the systems built on them, use facial recognition and
presentation attack detection deployed around the world. Aware has
leveraged the operational scenarios to teach the AI-based
algorithms to continue to improve performance and adapt to emerging
threats. Aware does so without compromising customer experience or
fairness.
“Aware’s performance would not have been possible without the
continuous support of our customers,” continues Lazzouni. “They’ve
provided invaluable feedback throughout the years and assisted us
in making Aware one of the leading PAD systems on the market. We
will continue to demonstrate that the use of deep learning and
sophisticated fusion strategies are critical building blocks for
biometric AI systems to advance current algorithms and build next
generation ones.”
Aware continues to build on its commitment to delivering to
customers the highest level of technology with accurate,
non-biased, and fast algorithms packaged in full systems that are
easily configurable to balance between low friction and high
security, can be easily integrated using flexible deployment
models, and have fast ramp-up times with low-code/no-code
platforms.
For more information regarding the NIST FATE report and results,
or to learn more about Aware’s presentation attack detection
systems, contact Aware today.
About Aware Aware is
a global authentication company that validates and secures
identities using leading-edge adaptive biometrics. Aware’s
offerings address the growing challenges that government and
commercial enterprises face in knowing, authenticating and securing
individuals through frictionless and highly secure user
experiences. Now celebrating the company’s 30th anniversary as a
leader in biometrics, Aware’s algorithms are based on diverse data
sets from around the world and can be tailored to the unique
security needs of its customers. The company empowers users to have
control over identities through clear, easy opt-in and opt-out
features, helping them feel secure and improving their lives. Aware
is a publicly held company (NASDAQ: AWRE) based in Burlington,
Massachusetts. To learn more, visit https://www.aware.com or follow
Aware on Twitter @AwareBiometrics.
CONTACT
Company Contact
Gina Rodrigues
Aware, Inc.
781-687-0300
grodrigues@aware.com
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