Multi-scale dictionaries based fingerprint orientation field estimation

机译：基于多尺度词典的指纹方向场估计

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摘要

Orientation field estimation is significantly important for fingerprint recognition. Dictionary based algorithm and its variant, localized dictionaries based algorithm have shown promising performance. In this paper, we extend the original dictionary based algorithm to a multi-scale version. The motivation is that small scale dictionary is more accurate while large scale dictionary is more robust against image noise. Hence information from orientation fields of different scales can be integrated to obtain better results. A multi-layer MRF model is used to formulate and solve the proposed problem. Experimental results on challenging latent fingerprint database demonstrate the advantages of the proposed algorithm.

机译：方向场估计对于指纹识别非常重要。基于字典的算法及其变体，基于局部字典的算法已显示出令人鼓舞的性能。在本文中，我们将基于原始字典的算法扩展到多尺度版本。其动机是小规模字典更准确，而大规模字典对图像噪声更健壮。因此，可以整合来自不同尺度的定向场的信息以获得更好的结果。使用多层MRF模型来制定和解决所提出的问题。在具有挑战性的潜在指纹数据库上的实验结果证明了该算法的优势。

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来源
《2016 International Conference on Biometrics》|2016年|1-8|共8页
会议地点 Halmstad(SE)
作者
Chunjie Chen; Jianjiang Feng; Jie Zhou;
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作者单位

Tsinghua National Laboratory for Information Science and Technology, Department of Automation, Tsinghua University, Beijing, China;

Tsinghua National Laboratory for Information Science and Technology, Department of Automation, Tsinghua University, Beijing, China;

Tsinghua National Laboratory for Information Science and Technology, Department of Automation, Tsinghua University, Beijing, China;

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原文格式 PDF
正文语种 eng
中图分类
关键词
Dictionaries; Estimation; Robustness; Fourier transforms; Fingerprint recognition; Databases; Noise measurement;

机译：字典;估计;稳健性;傅立叶变换;指纹识别;数据库;噪声测量;

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专利

1. Localized Dictionaries Based Orientation Field Estimation for Latent Fingerprints [J] . Yang X., Feng J., Zhou J. IEEE Transactions on Pattern Analysis and Machine Intelligence . 2014,第5期

机译：基于局部字典的潜在指纹取向场估计
2. Enhanced gradient-based algorithm for the estimation of fingerprint orientation fields [J] . Wang Y, Hu JK, Han FL Applied mathematics and computation . 2007,第2期

机译：基于增强梯度的指纹方向场估计算法
3. High-resolution orientation field estimation based on multi-scale Gaussian filter [J] . Changlong Jin, Hakil Kim IEICE Electronics Express . 2009,第24期

机译：基于多尺度高斯滤波器的高分辨率定向场估计
4. Multi-scale dictionaries based fingerprint orientation field estimation [C] . Chunjie Chen, Jianjiang Feng, Jie Zhou IAPR International Conference on Biometrics . 2016

机译：基于多尺度词典的指纹方向析估计
5. Azimuthal anisotropy analysis of P-wave seismic data and estimation of the orientation of the in-situ stress fields---An example from the Rock-Springs uplift, Wyoming. [D] . Mukherjee, Debraj. 2012

机译：P波地震数据的方位各向异性分析和原位应力场的方向估计-以怀俄明州Rock-Springs隆升为例。
6. Combining multi-scale composite windows with hierarchical smoothing strategy for fingerprint orientation field computation [O] . Haiyan Li, Tangyu Wang, Yiying Tang, 2018

机译：将多尺度复合窗口与分层平滑策略相结合以进行指纹方向场计算
7. Fingerprint Enhancement Algorithm Based-on Gradient Magnitude for the Estimation of Orientation Fields [O] . Saparudin Saparudin, Sulong Ghazali 2015

机译：基于梯度幅值的指纹增强算法在方位场估计中的应用

Multi-scale dictionaries based fingerprint orientation field estimation

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