Increasing requirements for security in many sectors of our
society have generated a tremendous interest in biometrics. This has also
raised expectations from Biometric Technologies. These expectations can be
summarized into five categories:
Performance
- The recognition performance achievable from a biometric system is of
utmost interest in the deployment of biometric systems. A biometric system is
prone to numerous errors; failure to enroll (FTE), false accept rate (FAR), and
false reject rate (FRR). The system performance is further characterized in
terms of transaction time or throughput. The accuracy of a biometric system is
not static, but it is data dependent and influenced by several factors:
- Biometric quality, which is related to the quality of sensed signal/image.
- Composition of target user population (e.g., gender, race, age, and profession).
- Size of database (i.e., number of subjects enrolled in the system).
- Time interval between enrolment and verification data.
- Variations in the operating environment (e.g., temperature, humidity, and illumination).
- Distinctiveness of biometric modality.
- Robustness of employed algorithms (namely, segmentation, feature extraction, and matching algorithms).
A biometrics authentication system can make two types of
errors: a false match, in which the matcher declares a match between images
from two different fingers, and a false non-match, in which it does not
identify images from the same finger as a match. A system’s false match rate (FMR)
and false non-match rate (FNMR) depend on the operating threshold; a large
threshold score leads to a small FMR at the expense of a high FNMR. For a given
biometrics system, it is not possible to reduce both these errors
simultaneously.
Cost - The cost of deploying a biometric system is often
estimated from its direct and indirect components. The direct component
includes hardware components (sensor, processor, memory) and the software
modules (GUI and matcher). The sensor should be low cost and it should be easy
to embed it in the existing security infrastructure. There are multifaceted components
that constitute the indirect cost in the usage of biometric system. These
include system installation, training/maintenance requirements, and most
importantly, user acceptance. In the end, return on investment or the
cost-benefit analysis is critical for making a case for biometric systems in
most applications.
Interoperability - As biometrics systems are being increasingly
deployed in a wide range of applications, it is necessary that the system be
interoperable among different biometrics technologies
(sensors/algorithms/vendors). A biometric system can no longer operate under the
assumption that the same sensor, same algorithms, or same operating conditions
will always be available during its lifetime. The biometric system should be
highly interoperable to authenticate individuals using sensors from different
vendors and on varying hardware/software platforms. The system should employ
usage/development/deployment of common data exchange facilities and the formats
to exchange the biometric data/features between different vendors, from
different geographical locations. This would significantly reduce the need for
additional software development and bring all the associated advantages (cost
savings and efficiency).
User Convenience - A biometrics system should be user friendly.
Any perceived health or hygienic concerns with the continuous usage of
biometric sensors can influence user acceptance. Hygiene as well as security
has been one of the motivations for developing touchless fingerprint sensors.
Some biometric modalities are easier to acquire than others and require less
user cooperation during data acquisition. Human factors and ergonomic issues will
continue to play a major role in widespread deployment of biometric systems in non-government
applications (such as physical and logical access control).
Security - Biometric systems are vulnerable to potential
security breaches from spoof and malicious attacks. These systems should
therefore offer a high degree of protection to various vulnerabilities
resulting from intrinsic failures and adversary attacks. One of the major system
security concerns deals with biometric template security. The access protocols
and the storage of biometric and other user specific data should be provided
the highest level of security.
Based on the above considerations, the second generation
biometric systems should be easy to use, have low cost, be easy to embed and
integrate in the target security application and be robust, secure, and highly
accurate in their matching performance.
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