Lin Chenhao, Kumar Ajay
IEEE Trans Pattern Anal Mach Intell. 2018 Dec;40(12):3022-3033. doi: 10.1109/TPAMI.2017.2771292. Epub 2017 Nov 9.
Emerging 3D fingerprint recognition technologies have attracted growing attention in addressing the limitations from contact-based fingerprint acquisition and improve recognition accuracy. However, the complex 3D imaging setups employed in these systems typically require structured lighting with scanners or multiple cameras which are bulky with higher cost. This paper presents a more accurate and efficient 3D fingerprint identification approach using a single 2D camera with multiple colored LED illumination. A 3D minutiae tetrahedron based algorithm is developed to more efficiently match recovered minutiae features in 3D space and address the limitations of 3D minutiae matching approach in the literature. This algorithm significantly improves the matching time to about 15 times than the state-of-art in the reference. A hierarchical tetrahedron matching scheme is also developed to further improve the matching accuracy with faster speed. The 2D images acquired to reconstruct the 3D fingerprints are also used to recover 2D minutiae and further improve matching performance for 3D fingerprints. A new two-session database acquiring from 300 different clients consists of 2760 3D fingerprints reconstructed from 5520 colored 2D fingerprints is also developed and shared in public domain to further advance much needed research in this area. Extensive experimental results presented in this paper validate our approach and demonstrate the effectiveness of proposed algorithms.
新兴的3D指纹识别技术在解决基于接触式指纹采集的局限性以及提高识别准确率方面越来越受到关注。然而,这些系统中采用的复杂3D成像设置通常需要配备扫描仪或多个摄像头的结构化照明,这些设备体积庞大且成本较高。本文提出了一种使用单个2D摄像头和多个彩色LED照明的更准确、高效的3D指纹识别方法。开发了一种基于3D细节点四面体的算法,以更有效地匹配在3D空间中恢复的细节点特征,并解决文献中3D细节点匹配方法的局限性。该算法将匹配时间显著提高到比参考文献中的现有技术快约15倍。还开发了一种分层四面体匹配方案,以更快的速度进一步提高匹配准确率。为重建3D指纹而采集的2D图像也用于恢复2D细节点,并进一步提高3D指纹的匹配性能。还开发了一个新的两阶段数据库,该数据库从300个不同客户那里采集,由从5520个彩色2D指纹重建的2760个3D指纹组成,并在公共领域共享,以进一步推动该领域急需的研究。本文给出的大量实验结果验证了我们的方法,并证明了所提算法的有效性。