mlsanityData to 14 Oct 2026

Liveness Detection Competition -- Noncontact-based Fingerprint Algorithms and Systems (LivDet-2023 Noncontact Fingerprint)

arXiv 2310.00659 ↗First posted 1 Oct 2023cs.CV cs.LGcited by 3

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Abstract (arXiv)

Liveness Detection (LivDet) is an international competition series open to academia and industry with the objec-tive to assess and report state-of-the-art in Presentation Attack Detection (PAD). LivDet-2023 Noncontact Fingerprint is the first edition of the noncontact fingerprint-based PAD competition for algorithms and systems. The competition serves as an important benchmark in noncontact-based fingerprint PAD, offering (a) independent assessment of the state-of-the-art in noncontact-based fingerprint PAD for algorithms and systems, and (b) common evaluation protocol, which includes finger photos of a variety of Presentation Attack Instruments (PAIs) and live fingers to the biometric research community (c) provides standard algorithm and system evaluation protocols, along with the comparative analysis of state-of-the-art algorithms from academia and industry with both old and new android smartphones. The winning algorithm achieved an APCER of 11.35% averaged overall PAIs and a BPCER of 0.62%. The winning system achieved an APCER of 13.0.4%, averaged over all PAIs tested over all the smartphones, and a BPCER of 1.68% over all smartphones tested. Four-finger systems that make individual finger-based PAD decisions were also tested. The dataset used for competition will be available 1 to all researchers as per data share protocol

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 5 of its 25 references that are in the map. First posted on arXiv 1 Oct 2023.

Builds on

5 of 25 references.

References · 5

  1. 2021Iris Presentation Attack Detection by Attention-based and Deep Pixel-wise Binary Supervision Networkcited by 15
  2. 2021SynCoLFinGer: Synthetic Contactless Fingerprint Generatorcited by 11
  3. 2023Presentation Attack Detection with Advanced CNN Models for Noncontact-based Fingerprint Systemscited by 10
  4. 2023RidgeBase: A Cross-Sensor Multi-Finger Contactless Fingerprint Datasetcited by 9
  5. 2022Intra and Cross-spectrum Iris Presentation Attack Detection in the NIR and Visible Domainscited by 2

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Cited by year

Citing papers per year: 2023: 1; 2024: 0; 2025: 2.

3 papers.