Skip to main content
Top
Published in: Cluster Computing 1/2019

09-11-2017

Score level multibiometrics fusion approach for healthcare

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

Published in: Cluster Computing | Special Issue 1/2019

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

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.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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
Metadata
Title
Score level multibiometrics fusion approach for healthcare
Authors
Ahmed A. Abd El-Latif
M. Shamim Hossain
Ning Wang
Publication date
09-11-2017
Publisher
Springer US
Published in
Cluster Computing / Issue Special Issue 1/2019
Print ISSN: 1386-7857
Electronic ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-017-1287-4

Other articles of this Special Issue 1/2019

Cluster Computing 1/2019 Go to the issue

Premium Partner