Survey of work on remaining challenges in biometrics
Survey of work on remaining challenges in biometrics
Biometrics: Trust, but Verify
arXiv paper abstract https://arxiv.org/abs/2105.06625v1
arXiv PDF paper https://arxiv.org/pdf/2105.06625v1.pdf
... there are a number of outstanding problems and concerns pertaining to ... biometric recognition systems ...
Some of these problems include:
i) questions related to system recognition performance,
ii) security (spoof attacks, adversarial attacks, template reconstruction attacks and demographic information leakage),
iii) uncertainty over the bias and fairness of the systems to all users,
iv) explainability of the seemingly black-box decisions ...
v) concerns over data centralization and user privacy.
... We survey work that has been conducted to address each of these concerns ...
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