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Erschienen in: Cluster Computing 1/2019

09.11.2017

Score level multibiometrics fusion approach for healthcare

verfasst von: Ahmed A. Abd El-Latif, M. Shamim Hossain, Ning Wang

Erschienen in: Cluster Computing | Sonderheft 1/2019

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Abstract

Biometric traits such as iris and face can help for the elementary assessment of human diseases and healthcare monitoring. It has several advantages such as increased patient and staff (doctors and nurses) safety, the accuracy and quality of the healthcare system, reduction of the healthcare fraud. In addition, it provides a secure way to detect the inhabitant’s mood and ocular pathologies in order to treat them. The paper introduces a prototype for biometric-based healthcare monitoring. In the proposed prototype, the patient/user seeking for healthcare assistance can send a request by his/her biometric traits. The biometric traits are processed in the cloud management. The caregiver with valid identification/verification can receive the request and analyze it in order for further treatment. This paper also introduces an efficient multibiometrics fusion framework based on Aczél-Alsina triangular norm. The proposed approach utilizes the 1D-log Gabor iris features, two-directional two-dimensional modified fisher principal component analysis (\((2\hbox {D})^{2}\)MFPCA) and Complex Gabor Jet Descriptor face features to be used for healthcare monitoring. Results show that the multibiometrics fusion approach has better performance compared with the previous fusion approaches.

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Literatur
1.
Zurück zum Zitat Trokielewicz, M., Czajka, A., Maciejewicz, P.: Implications of ocular pathologies for iris recognition reliability. Imag. Vis. Comput. 58, 158–167 (2017)CrossRef Trokielewicz, M., Czajka, A., Maciejewicz, P.: Implications of ocular pathologies for iris recognition reliability. Imag. Vis. Comput. 58, 158–167 (2017)CrossRef
2.
Zurück zum Zitat Alhussein, M.: Automatic facial emotion recognition using weber local descriptor for e-Healthcare system. Clust. Comput. 19(1), 99–108 (2016)CrossRef Alhussein, M.: Automatic facial emotion recognition using weber local descriptor for e-Healthcare system. Clust. Comput. 19(1), 99–108 (2016)CrossRef
3.
Zurück zum Zitat Hossain, M.S.: Cloud-supported cyber-physical localization framework for patients monitoring. IEEE Syst. J. 11(1), 118–127 (2017)MathSciNetCrossRef Hossain, M.S.: Cloud-supported cyber-physical localization framework for patients monitoring. IEEE Syst. J. 11(1), 118–127 (2017)MathSciNetCrossRef
4.
Zurück zum Zitat Muhammad, G.: Automatic speech recognition using interlaced derivative pattern for cloud based healthcare system. Clust. Comput. 18(2), 795–802 (2015)MathSciNetCrossRef Muhammad, G.: Automatic speech recognition using interlaced derivative pattern for cloud based healthcare system. Clust. Comput. 18(2), 795–802 (2015)MathSciNetCrossRef
5.
Zurück zum Zitat Hossain, M.S., Muhammad, G.: Cloud-assisted industrial internet of things (IIoT)-enabled framework for health monitoring. Comput. Netw. 101, 192–202 (2016)CrossRef Hossain, M.S., Muhammad, G.: Cloud-assisted industrial internet of things (IIoT)-enabled framework for health monitoring. Comput. Netw. 101, 192–202 (2016)CrossRef
6.
Zurück zum Zitat Hossain, M.S., Muhammad, G., Alhamid, M.F., Song, B., Almutib, K.: Audio-visual emotion recognition using big data towards 5G. Mob. Netw. Appl. 21(5), 753–763 (2016)CrossRef Hossain, M.S., Muhammad, G., Alhamid, M.F., Song, B., Almutib, K.: Audio-visual emotion recognition using big data towards 5G. Mob. Netw. Appl. 21(5), 753–763 (2016)CrossRef
7.
Zurück zum Zitat Hu, Y., et al.: Simultaneously aided diagnosis model for outpatient departments via healthcare big data analytics, Springer, New York (June 2016) Hu, Y., et al.: Simultaneously aided diagnosis model for outpatient departments via healthcare big data analytics, Springer, New York (June 2016)
8.
Zurück zum Zitat Wang, Y., Tan, T., Jain, A.K.: Combining face and iris biometrics for identity verification. Lect. Notes Comput. Sci. 2688, 805–813 (2003)CrossRefMATH Wang, Y., Tan, T., Jain, A.K.: Combining face and iris biometrics for identity verification. Lect. Notes Comput. Sci. 2688, 805–813 (2003)CrossRefMATH
9.
Zurück zum Zitat Choi, J., Hu, S., Young, S.S., Davis, L.S.: Thermal to visible face recognition, In: Proceedings SPIE 8371, United States, pp. 1–11 (2002) Choi, J., Hu, S., Young, S.S., Davis, L.S.: Thermal to visible face recognition, In: Proceedings SPIE 8371, United States, pp. 1–11 (2002)
10.
Zurück zum Zitat Choi, J., Dixon, K.R., Wick, D.V., Bagwell, B.E., Soehnel, G.H., Clark, B.: Iris imaging system with adaptive optical elements. J. Electron. Imaging 21(1), 013004 (2012)CrossRef Choi, J., Dixon, K.R., Wick, D.V., Bagwell, B.E., Soehnel, G.H., Clark, B.: Iris imaging system with adaptive optical elements. J. Electron. Imaging 21(1), 013004 (2012)CrossRef
11.
Zurück zum Zitat Yang, G., Xi, X., Yin, Y.: Finger vein recognition based on a personalized best bit map. Sensors 12(2), 1738–1757 (2012)CrossRef Yang, G., Xi, X., Yin, Y.: Finger vein recognition based on a personalized best bit map. Sensors 12(2), 1738–1757 (2012)CrossRef
12.
Zurück zum Zitat Zhang, D., Lu, G.: 3D Palmprint Capturing System. In: 3D Biometrics, Springer, New York, pp. 85–104 (2013) Zhang, D., Lu, G.: 3D Palmprint Capturing System. In: 3D Biometrics, Springer, New York, pp. 85–104 (2013)
13.
Zurück zum Zitat Hu, L., Qiu, M., Song, J., Shamim Hossain, M., Ghoneim, A.: Software defined healthcare networks. IEEE Wirel. Commun. 22(6), 67–75 (2015)CrossRef Hu, L., Qiu, M., Song, J., Shamim Hossain, M., Ghoneim, A.: Software defined healthcare networks. IEEE Wirel. Commun. 22(6), 67–75 (2015)CrossRef
14.
Zurück zum Zitat Chan, C.H., Goswami, B., Kittler, J., Christmas, W.: Local ordinal contrast pattern histograms for spatiotemporal, lip-based speakerauthentication. IEEE Trans. Inf. Forensics Secur. 7(2), 6002–612 (2012)CrossRef Chan, C.H., Goswami, B., Kittler, J., Christmas, W.: Local ordinal contrast pattern histograms for spatiotemporal, lip-based speakerauthentication. IEEE Trans. Inf. Forensics Secur. 7(2), 6002–612 (2012)CrossRef
15.
Zurück zum Zitat Sun, X., Wang, G., Wang, L., Sun, H., Wei, X.: 3D ear recognition using local salience and principal manifold. Graphical Models 76(5), 402–412 (2014)CrossRef Sun, X., Wang, G., Wang, L., Sun, H., Wei, X.: 3D ear recognition using local salience and principal manifold. Graphical Models 76(5), 402–412 (2014)CrossRef
16.
Zurück zum Zitat Hossain, M.S., El Saddik, A.: A biologically inspired multimedia content repurposing system in heterogeneous environments. Multimed. Syst. J. 14(3), 135–143 (2008)CrossRef Hossain, M.S., El Saddik, A.: A biologically inspired multimedia content repurposing system in heterogeneous environments. Multimed. Syst. J. 14(3), 135–143 (2008)CrossRef
17.
Zurück zum Zitat Hossain, M.S., Muhammad, G., Rahman, S.M.M., Abdul, W., Alelaiwi, A., Almari, A.: Toward end-to-end biomet rics-based security for IoT infrastructure. IEEE Wirel. Commun. Mag. 23(5), 45–51 (2016)CrossRef Hossain, M.S., Muhammad, G., Rahman, S.M.M., Abdul, W., Alelaiwi, A., Almari, A.: Toward end-to-end biomet rics-based security for IoT infrastructure. IEEE Wirel. Commun. Mag. 23(5), 45–51 (2016)CrossRef
18.
Zurück zum Zitat Bian, W., Ding, S., Xue, Y.: Combining weighted linear project analysis with orientation diffusion for fingerprint orientation field reconstruction. Inf. Sci. 396, 55–71 (2017)CrossRef Bian, W., Ding, S., Xue, Y.: Combining weighted linear project analysis with orientation diffusion for fingerprint orientation field reconstruction. Inf. Sci. 396, 55–71 (2017)CrossRef
19.
Zurück zum Zitat Galbally, J., McCool, C., Fierrez, J., Marcel, S., Ortega-Garcia, J.: On the vulnerability of face verification systems to hill-climbing attacks. Pattern Recognit. 43(3), 1027–1038 (2010)CrossRefMATH Galbally, J., McCool, C., Fierrez, J., Marcel, S., Ortega-Garcia, J.: On the vulnerability of face verification systems to hill-climbing attacks. Pattern Recognit. 43(3), 1027–1038 (2010)CrossRefMATH
20.
Zurück zum Zitat Wang, G., Wu, H.: Research and realization on voice restoration technique for voice communication software, In: Proceedings of International Symposium on Information Engineering and Electronic Commererce, Ternopil, Ukraine, pp. 791–795 (2009) Wang, G., Wu, H.: Research and realization on voice restoration technique for voice communication software, In: Proceedings of International Symposium on Information Engineering and Electronic Commererce, Ternopil, Ukraine, pp. 791–795 (2009)
21.
Zurück zum Zitat Venugopalan, S., Savvides, M.: How to generate spoofed irises from an iris code template. IEEE Trans. Inf. Forensic Secur. 6(2), 385–395 (2011)CrossRef Venugopalan, S., Savvides, M.: How to generate spoofed irises from an iris code template. IEEE Trans. Inf. Forensic Secur. 6(2), 385–395 (2011)CrossRef
22.
Zurück zum Zitat Peng, J., El-Latif, A.A., Li, Q., Niu, X.: Multimodal biometric authentication based on score level fusion of finger biometrics. Optik-Int. J. Light Electron Optics 125(23), 6891–6897 (2014)CrossRef Peng, J., El-Latif, A.A., Li, Q., Niu, X.: Multimodal biometric authentication based on score level fusion of finger biometrics. Optik-Int. J. Light Electron Optics 125(23), 6891–6897 (2014)CrossRef
23.
Zurück zum Zitat Lumini, A., Nanni, L.: Overview of the combination of biometric matchers. Inf. Fus. 33, 71–85 (2017)CrossRef Lumini, A., Nanni, L.: Overview of the combination of biometric matchers. Inf. Fus. 33, 71–85 (2017)CrossRef
24.
Zurück zum Zitat Kang, B.J., Park, K.R., Yoo, J.-H., Kim, J.N.: Multimodal biometric method that combines veins, prints, and shape of a finger. Opt. Eng. 50(1), 017201 (2011)CrossRef Kang, B.J., Park, K.R., Yoo, J.-H., Kim, J.N.: Multimodal biometric method that combines veins, prints, and shape of a finger. Opt. Eng. 50(1), 017201 (2011)CrossRef
25.
Zurück zum Zitat Chang, K.I., Bowyer, K.W., Flynn, P.J., Chen, X.: Multi-biometrics using facial appearance, shape and temperature, In: Proceedings of Sixth IEEE International Conference on Automatic Face and Gesture Recognition, Seoul, Republic of Korea, pp. 43–48 (2012) Chang, K.I., Bowyer, K.W., Flynn, P.J., Chen, X.: Multi-biometrics using facial appearance, shape and temperature, In: Proceedings of Sixth IEEE International Conference on Automatic Face and Gesture Recognition, Seoul, Republic of Korea, pp. 43–48 (2012)
26.
Zurück zum Zitat Tchamova, A., Dezert, J., Smarandache, F.: A new class of fusion rules based on T conorm and T norm fuzzy operators. Inf. Secur. 20, 65–82 (2006)MathSciNet Tchamova, A., Dezert, J., Smarandache, F.: A new class of fusion rules based on T conorm and T norm fuzzy operators. Inf. Secur. 20, 65–82 (2006)MathSciNet
27.
Zurück zum Zitat Wu, H., Siegel, M., Stiefelhagen, R., Yang, J.: Sensor fusion using Dempster-Shafer theory, In: Proceedings of the 19th IEEE Conference on Instrumentation and Measurement Technology, vol. 1, pp. 7–11, Anchorage, AK, United States (2002) Wu, H., Siegel, M., Stiefelhagen, R., Yang, J.: Sensor fusion using Dempster-Shafer theory, In: Proceedings of the 19th IEEE Conference on Instrumentation and Measurement Technology, vol. 1, pp. 7–11, Anchorage, AK, United States (2002)
28.
Zurück zum Zitat Quost, B., Masson, M.-H., Denoeux, T.: Classifier fusion in the Dempster-Shafer framework using optimized t-norm based combination rules. Int. J. Approx. Reason. 52(3), 353–374 (2011)MathSciNetCrossRef Quost, B., Masson, M.-H., Denoeux, T.: Classifier fusion in the Dempster-Shafer framework using optimized t-norm based combination rules. Int. J. Approx. Reason. 52(3), 353–374 (2011)MathSciNetCrossRef
29.
Zurück zum Zitat Hanmandlu, M., Grover, J., Gureja, A., Gupta, H.: Score level fusion of multimodal biometrics using triangular norms. Pattern Recognit. Lett. 32(14), 1843–1850 (2011)CrossRef Hanmandlu, M., Grover, J., Gureja, A., Gupta, H.: Score level fusion of multimodal biometrics using triangular norms. Pattern Recognit. Lett. 32(14), 1843–1850 (2011)CrossRef
30.
Zurück zum Zitat Srivastava, S., Bhardwaj, S., Bhargava, S.: Fusion of palm-phalanges print with palmprint and dorsal hand vein. Appl. Soft Comput. 47, 12–20 (2016)CrossRef Srivastava, S., Bhardwaj, S., Bhargava, S.: Fusion of palm-phalanges print with palmprint and dorsal hand vein. Appl. Soft Comput. 47, 12–20 (2016)CrossRef
31.
Zurück zum Zitat Wang, N., Lu, L., Gao, G., Wang, F., Li, S.: Multibiometrics fusion using Aczél-Alsinatriangular norm. KSII Trans. Internet Inf. Syst. 8(7), 2420–2433 (2014) Wang, N., Lu, L., Gao, G., Wang, F., Li, S.: Multibiometrics fusion using Aczél-Alsinatriangular norm. KSII Trans. Internet Inf. Syst. 8(7), 2420–2433 (2014)
32.
Zurück zum Zitat Ja’nos, A., Alsina, C.: Characterizations of some classes of quasilinear functions with applications to triangular norms and to synthesizing Judgements. Aequationes Math. 25(1), 313–315 (1982)MathSciNetCrossRef Ja’nos, A., Alsina, C.: Characterizations of some classes of quasilinear functions with applications to triangular norms and to synthesizing Judgements. Aequationes Math. 25(1), 313–315 (1982)MathSciNetCrossRef
33.
Zurück zum Zitat Mayer, N., Herrmann, J.M., Geisel, T.: Signatures of natural image statistics in cortical simple cell receptive fields. Neurocomputing 38, 279–284 (2001)CrossRef Mayer, N., Herrmann, J.M., Geisel, T.: Signatures of natural image statistics in cortical simple cell receptive fields. Neurocomputing 38, 279–284 (2001)CrossRef
34.
Zurück zum Zitat Wang, N., Li, Q., El-Latif, A.A., peng, J., Niu, X.: Two-directional two-dimensional modified Fisher principal component analysis: an efficient approach for thermal face verification. J. Electron. Imaging 22(2), 023013 (2013)CrossRef Wang, N., Li, Q., El-Latif, A.A., peng, J., Niu, X.: Two-directional two-dimensional modified Fisher principal component analysis: an efficient approach for thermal face verification. J. Electron. Imaging 22(2), 023013 (2013)CrossRef
35.
Zurück zum Zitat Wang, N., Li, Q., El-Latif, A.A., Peng, J., Niu, X.: An enhanced thermal face recognition method based on multiscale complex fusion for Gabor coefficients. Multimed. Tools Appl. 72(3), 2339–2358 (2014)CrossRef Wang, N., Li, Q., El-Latif, A.A., Peng, J., Niu, X.: An enhanced thermal face recognition method based on multiscale complex fusion for Gabor coefficients. Multimed. Tools Appl. 72(3), 2339–2358 (2014)CrossRef
36.
Zurück zum Zitat Li, H., Sun, Z., Tan, T.: Robust iris segmentation based on learned boundary detectors. In: Proceedings of the Fifth APR International Conference on Biometrics, New Delhi, India, pp. 317–322 (2012) Li, H., Sun, Z., Tan, T.: Robust iris segmentation based on learned boundary detectors. In: Proceedings of the Fifth APR International Conference on Biometrics, New Delhi, India, pp. 317–322 (2012)
37.
Zurück zum Zitat Wang, S., Liu, Z., Lv, S., Lv, Y., Wu, G., Peng, P., Chen, F., Wang, X.: A natural visible and infrared facial expression database for expression recognition and emotion inference. IEEE Trans. Multimed. 12(7), 682–691 (2010)CrossRef Wang, S., Liu, Z., Lv, S., Lv, Y., Wu, G., Peng, P., Chen, F., Wang, X.: A natural visible and infrared facial expression database for expression recognition and emotion inference. IEEE Trans. Multimed. 12(7), 682–691 (2010)CrossRef
38.
Zurück zum Zitat Information technology-biometric performance testing and reporting, part 1: principles and framework. In: ISO/IEC 19795-1 (2006) Information technology-biometric performance testing and reporting, part 1: principles and framework. In: ISO/IEC 19795-1 (2006)
39.
Zurück zum Zitat Shen, W., Surette, M., Khanna, R.: Evaluation of automated biometrics-based identification and verification systems. Proc. IEEE 85(9), 1464–1478 (1997)CrossRef Shen, W., Surette, M., Khanna, R.: Evaluation of automated biometrics-based identification and verification systems. Proc. IEEE 85(9), 1464–1478 (1997)CrossRef
40.
Zurück zum Zitat Daugman, J.: Biometric decision landscapes. No. UCAM-CL-TR-482. Cambridge University, Computer Laboratory, (2000) Daugman, J.: Biometric decision landscapes. No. UCAM-CL-TR-482. Cambridge University, Computer Laboratory, (2000)
41.
Zurück zum Zitat He, M., Horng, S.-J., Fan, P., Run, R.-S., Chen, R.-J., Lai, J.-L., Khan, M.K., Sentosa, K.O.: Performance evaluation of score level fusion in multimodal biometric systems. Pattern Recognit. 43(5), 1789–1800 (2010)CrossRefMATH He, M., Horng, S.-J., Fan, P., Run, R.-S., Chen, R.-J., Lai, J.-L., Khan, M.K., Sentosa, K.O.: Performance evaluation of score level fusion in multimodal biometric systems. Pattern Recognit. 43(5), 1789–1800 (2010)CrossRefMATH
42.
Zurück zum Zitat Nandakumar, K., Chen, Y., Dass, S.C., Jain, A.K.: Likelihood ratio based biometric score fusion. IEEE Trans. Pattern Anal. Mach. Intell. 30(2), 342–347 (2008)CrossRef Nandakumar, K., Chen, Y., Dass, S.C., Jain, A.K.: Likelihood ratio based biometric score fusion. IEEE Trans. Pattern Anal. Mach. Intell. 30(2), 342–347 (2008)CrossRef
Metadaten
Titel
Score level multibiometrics fusion approach for healthcare
verfasst von
Ahmed A. Abd El-Latif
M. Shamim Hossain
Ning Wang
Publikationsdatum
09.11.2017
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe Sonderheft 1/2019
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-017-1287-4

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