Advancements and challenges in fingerprint presentation attack detection: a systematic literature review

• Published in: Neural Computing and Applications
• Main Author: Ametefe D.S.; Sarnin S.S.; Ali D.M.; Ametefe G.D.; John D.; Hussin N.
• Format: Review
• Language: English
• Published: Springer Science and Business Media Deutschland GmbH 2024
• Online Access: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85211236559&doi=10.1007%2fs00521-024-10423-8&partnerID=40&md5=dce5420e8a6329dbbfeca45dbb91731c

In the rapidly evolving domain of biometric security, the significance of Fingerprint Presentation Attack Detection (FPAD) has become increasingly paramount, given the susceptibility of Automatic Fingerprint Identification System (AFIS) to advanced spoofing techniques. This systematic literature review (SLR), spanning from 2022 to the second quarter of 2024, delves into the intricate challenges and burgeoning opportunities within FPAD. It focuses on innovative methodologies for detecting presentation attacks, the prevalent challenges posed by spoof fabrications (including materials like silicone, gelatine, and latex), and the exploration of potential advancements in FPAD effectiveness. The comprehensive analysis, based on a rigorous review protocol, scrutinizes 40 seminal peer-reviewed articles from the IEEE Xplore and ScienceDirect databases. This exploration uncovers a diverse range of strategies in FPAD, including software-centric and hardware-assisted approaches, each bearing unique implications for security enhancement and user privacy considerations. A pivotal finding of this review is the identification of critical research gaps, particularly in the development of algorithms capable of universal detection, the system’s adaptability to novel spoofing materials, and the ethical management of biometric data. This review provides a contemporary assessment of the current state of FPAD and establishes a foundation for future research directions. It highlights the need for continuous innovation in response to the evolving sophistication of spoofing techniques and the imperative of maintaining a balance between robust security measures and user-centric design in biometric systems. This review underscores the dynamic interplay between technological advancements, the ingenuity of attackers, and the ongoing endeavour to achieve reliable, user-friendly, and ethically responsible biometric security solutions. © The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 2024.