- 學位論文
Software Development on Automatic Fingerprint Identification Systems
自動指紋辨識系統開發
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摘要
An automatic fingerprint identification system (AFIS) has become one of the most widespread biometric identification systems for security. In this thesis, we introduce a minutiae-based automatic fingerprint identification system by using a graph point pattern matching algorithm, weighted maximum bipartite matching, to compute the matching score by comparing the minutiae between two fingerprint images. Our system is tested on 4 databases of fingerprint images, such as Rindex28, Lindex101 from PRIP Lab at NTHU, FVC2000 DB1 and FVC2002 DB1, on a Pentium 4 with 3.4GHz CPU and 2.5GB SDRAM running Windows XP. According to the type of top 3 matches, the recognition rates are 100% (112/112), 92.3% (373/404), 87.5% (70/80) and 52.5% (42/80), respectively.
參考文獻
[Baze2002] A.M. Bazen and S.H. Gerez, ”Systematic Methods for the Computation of the Directional Fields and Singular Point of Fingerprints”, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.24, No.7, 905-919, 2002.
[Chik2005] S. Chikkerur, A.N. Cartwright and V. Govindaraju, “K-plet and Coupled BFS: A Graph Based Fingerprint Representation and Matching Algorithm”, LNCS 3832, Springer, 309-315, 2005.
[Ecke2005] G. Eckert, S. Müller, and T. Wiebesiek, “Efficient Minutiae-Based Fingerprint Matching”, IAPR Conference on Machine Vision Applications, 554-557, 2005.
[Jain2007] A.K. Jain, Y. Chen and M. Demirkus, “Pores and Ridges: High Resolution Fingerprint Matching Using Level 3 Features”, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 29, No. 1, 15-27, 2007.
[Jea2005] T.Y. Jea and V. Govindaraju, “A minutia-based partial fingerprint recognition system”, Pattern Recognition, Vol. 38, No. 10, 1672-1684, 2005.
延伸閱讀
- Lee, L. M. (2005). 防偽指紋辨識系統之發展 [master's thesis, National Taiwan University]. Airiti Library. https://doi.org/10.6342/NTU.2005.10226
- Weng, S. C. (2011). 指紋辨識系統之研究 [master's thesis, Chung Yuan Christian University]. Airiti Library. https://doi.org/10.6840/cycu201100089
- Liu, C. W. (2010). 灰階演算之自動指紋辨識系統 [doctoral dissertation, Tamkang University]. Airiti Library. https://www.airitilibrary.com/Article/Detail?DocID=U0002-1307201016405200
- Chen, P. J. (2004). 自動指紋認證系統之發展 [master's thesis, National Taiwan University]. Airiti Library. https://doi.org/10.6342/NTU.2004.01799
- Tsai, H. Y. (2008). 自動指紋辨識系統 [master's thesis, National Tsing Hua University]. Airiti Library. https://www.airitilibrary.com/Article/Detail?DocID=U0016-0207200810153013