Abstract
This paper proposes a comparison in handmetrics between Quaternion Euclidean product distance (QEPD) and Cauchy-Schwartz inequality distance (CSID) , where ”handmetrics” refers to biometrics on palmprint or finger texture. Previously, we proposed QEPD [1,2] and CSID [11] these two 2D wavelet decomposition based distances for palmprint authentication and face verification respectively. All two distances could be constructed by quaternion which was introduced for reasonable feature representation of physical significance, i.e. 4-feature parallel fusion. Simultaneously, such quaternion representation enables to avoid incompatibleness of multi-feature dimensionality space for fusion. However, a comparison between two distances is seldom discussed before. Therefore, we give a comparison on experimental aspects for providing a conclusion which algorithm is better. From the result, we can conclude the performance of QEPD is better than CSID and finger texture is a better discriminative biometric than palmprint for QEPD or CSID.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Liu, D., Sun, D.M., Qiu, Z.D.: Wavelet decomposition 4-feature parallel fusion by quaternion euclidean product distance matching score for palmprint verification. In: 9th International Conference on Signal Processing, pp. 2104–2017 (2008)
Liu, D., Qiu, Z.D., Sun, D.M.: 2D wavelet decomposition feature parallel fusion by quaternion euclidean product distance matching score for middle finger texture verification. In: 2008 International Conference on Bio-Science and Bio-Technology, December 13-15 (2008) (in press)
Ross, A., Jain, A.: Information fusion in biometrics. Pattern Recognition Letters 24(13), 2115–2125 (2003)
Lang, F., Zhou, J., Bin, Y., Song, E., Zhong, F.: Quaternion based information parallel fusion and its application in color face detection. In: 9th International Conference on Signal Processing, vol. 3, pp. 16–20 (2006)
Wen, L.: Quaternion Matrix, pp. 96–100. National University of Defense Technology Press, ChangSha (2002)
Proakis, J.G., Manolakis, D.G.: Digital Signal Processing. Pearson Education Press, London (2007)
Jain, A., Nandakumar, K., Ross, A.: Score normalization in multimodal biometric systems. Pattern Recognition 38(12), 2270–2285 (2005)
Sanderson, C., Paliwal, K.K.: Identity verification using speech and face information. Digital Signal Processing 14(5), 449–480 (2004)
Jain, A.K., Ross, A.: Multibiometric systems. Communication of the ACM 47(1), 34–40 (2004)
Yang, J., Zhang, D., Lu, J.: Feature fusion: parallel strategy vs. serial strategy. Pattern Recognition 36(6), 1369–1381 (2003)
Liu, D., Qiu, Z.D., Sun, D.M.: SIFT Feature-Based Face Verification by Bag-of-words Vector Quantization. Institute of Electronics, Information and Communication Engineering, transactions on information and systems (submitted)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Liu, D., Sun, Dm., Qiu, Zd. (2009). A Comparison between Quaternion Euclidean Product Distance and Cauchy Schwartz Inequality Distance. In: Kim, Th., et al. Advances in Computational Science and Engineering. FGCN 2008. Communications in Computer and Information Science, vol 28. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-10238-7_11
Download citation
DOI: https://doi.org/10.1007/978-3-642-10238-7_11
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-10237-0
Online ISBN: 978-3-642-10238-7
eBook Packages: Computer ScienceComputer Science (R0)