Abstract:Touchless fingerprint recognition with high acceptance,high security,hygiene advantages,is currently a hot research field of biometrics,The background areas of touchless fingerprints are more complex than those of the contact,Fingerprint image will appear rotation and translation phenomenon,What's more,the contrast of the ridge and valley lines is much lower,These factors seriously affected the performance of the touchless fingerprint recognition.So the general methods for contact fingerprint images are difficult to achieve good effect.Firstly,In this paper,a method is put out to preprocess the images reasonably aiming at these features.Secondly,the Otsu based on the Cb component of the YCbCr model is adopted to extract the finger area.When the fingerprint images are enhanced,combining the high frequency emphasis filtering and iterative adaptive histogram equalization technique is adopted firstly and then the simplified Gabor function template is used to enhance them again.thirdly,this paper proposed a new method of extracting the ROI fingerprint area.lastly,AR-LBP algorithm is adopted for feature extraction and the nearest neighbor classifier is used for feature matching.Experimental results show that the proposed method in this paper can achieve good image identify results.
[1] 陈继延.自动指纹识别技术的发展与应用[J].计算机光盘软件与应用,2013,16(9):56-57.
[2] 解梅,佟异.基于脊线采样的指纹识别算法[J].电子学报,2003,31(10):1503-1505. Xie Mei,Tong Yi.A fingerprint identification algorithm based on ridge-sampling[J].Acta Electronica Sinica,2003,31(10):1503-1505.(in Chinese)
[3] Parziale G,Diaz-Santana E,Hauke R.The surround imagertm:A Multi-Camera Touchless Device to Acquire 3d Rolled-Equivalent Fingerprints[M].Berlin Heidelberg Biometrics,Springer,2005.244-250.
[4] Labati R D,Genovese A,and Piuri V,et al.Quality measurement of unwrapped three-dimensional fingerprints:a neural networks approach[A] Neural Networks (IJCNN),The 2012 International Joint Conference on[C].IEEE,2012.1-8.
[5] 李永,殷建平,祝恩,等.动态分数选择的多视角非接触指纹识别融合[J].哈尔滨工业大学学报,2012,44(7):108-113. Li Yong,Yin Jianping,Zhu En,et al.Dynamic score selection for multi-vision touchless fingerprint recognition fusion[J].Journal of Harbin Institute of Technology,2012,44(7):108-113.(in Chinese)
[6] Choi H,Choi K,Kim J.Mosaicing touchless and mirror-reflected fingerprint images[J].IEEE Translations on Information Forensics and Security,2010,5(1):52-61.
[7] Piuri V,Scotti F.Fingerprint biometrics via low-cost sensors and webcams[A].2nd IEEE International Conference on Biometrics:Theory,Applications and Systems,BTAS 2008[C].IEEE,2008.1-6
[8] Derawi M O,Yang B,Busch C.Fingerprint Recognition with Embedded Cameras on Mobile Phones[M].Security and Privacy in Mobile Information and Communication Systems.Springer Berlin Heidelberg,2012.136-147.
[9] Kumar A,Kwong C.Towards contactless,low-cost and accurate 3D fingerprint identification[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2015,37(3):681-696.
[10] Assogba M K,Ali A N.Fingerprint characteristic extraction by ridge orientation:An approach for a supervised contactless biometric system[J].International Journal of Computer Applications,2011,16(6):22-35.
[11] 张雄,贺贵明.一种指纹宏观曲率特征提取算法[J].电子学报,2002,30(11):1722-1725. Zhang Xiong,He Guiming.An algorithm to extract the macroscopic curvature feature of fingerprint[J].Acta Electronica Sinica,2002,31(11):1722-1725.(in Chinese)
[12] Kaur P,Jain A,Mittal S.Touch-less fingerprint analysis-a review and comparison[J].International Journal of Intelligent Systems and Applications (IJISA),2012,4(6):46.
[13] Hiew B Y,Teoh A B J,Ngo D C L.Automatic digital camera based fingerprint image preprocessing[A].International Conference on Computer Graphics,Imaging and Visualisation,2006[C].IEEE,2006.182-189.
[14] Labati R D,Genovese A,Piuri V,et al.Contactless fingerprint recognition:a neural approach for perspective and rotation effects reduction[A].2013 IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM)[C].IEEE,2013.22-30.
[15] 秦芬芬,廖斌.非接触指纹图像分割与增强方法的研究[J].传感器世界,2014,(8):16-19. Cai Fenfen,Liao Bin.Research on touchless fingerprint image segmentation and enhancement[J].Sensor World,2014,(8):16-19.(in Chinese)
[16] Angelopoulou E.Understanding the color of human skin[A].Photonics West 2001-Electronic Imaging[C].International Society for Optics and Photonics,2001.243-251.
[17] Naika C L S,Das P K,Nair S B.Asymmetric region Local Binary Pattern operator for person-dependent facial expression recognition[A].2012 International Conference on Computing,Communication and Applications (ICCCA)[C].IEEE,2012.1-5.
[18] 谢凤英,赵丹培等.Visual C ++数字图像处理[M].北京:电子工业出版社,2008,285-288.
[19] 周卫星,廖欢.基于高频强调滤波和CLAHE的雾天图像增强方法[J].电视技术,2010,(7):38-40.
[20] 宋刚,刘瑶华.一种能强化细节的自适应直方图均衡法[J].山东工业大学学报,1999,29(1):81-85. Song Gang,Liu Yaohua.A self-adaptive histogram equalization method for detail enhancement[J].Journal of Shandong University of Technology,1999,29(1):81-85.(in Chinese)
[21] 马慧,王科俊.采用旋转校正的指静脉图像感兴趣区域提取方法[J].智能系统学报,2012,7(3):230-234. Ma Hui,Wang Kejun.A region of interest extraction method using rotation rectified finger vein images[J].CAAI Transactions on Intelligent Systems,2012,7(3):230-234.(in Chinese)
[22] 孙冬梅,裘正定.生物特征识别技术综述[J].电子学报,2001,29(S1):1744-1748. Sun Dongmei,Qiu Zhengding.A survey of biometrics[J].Acta Electronica Sinica,2001,29(S1):1744-1748.(in Chinese)