Machine Learning
Machine Learning

Biometric Pattern Recognition

In this theme we explore machine learning for face recognition (2D and 3D), fingerprint recognition, vascular pattern recognition, multibiometric fusion, and biometric template protection.

Recent publications

  • Dutta, A. and Günther, M. and El Shafey, L.J. and Veldhuis, R.N.J. and Spreeuwers, L.J.(2015) Impact of eye detection error on face recognition performance. IET Biometrics, online pre-publication. pp. 1-14. ISSN 2047-4938
  • Kotzerke, J. and Davis, S.A. and Hayes, R. and Spreeuwers, L.J. and Veldhuis, R.N.J. and Horadam, K.J. (2015) Discriminating fingermarks with evidential value for forensic comparison.In: Proceedings of the 3rd International Workshop on Biometrics and Forensics, IWBF 2015, 03-04 Mar 2015, Gjovik, Norway. pp. 1-6. IEEE. ISBN 978-1-4799-8105-2
  • Peng, Yuxi and Spreeuwers, L.J. and Veldhuis, R.N.J. (2015) Likelihood Ratio Based Mixed Resolution Facial Comparison. In: Proceedings of the 3rd International Workshop on Biometrics and Forensics, IWBF 2015, 3-4 March 2015, Gjøvic, Norway. pp. 1-5. IEEE Computer Society. ISBN 978-1-4799-8105-2
  • Veldhuis, R.N.J. (2015) The relation between the secrecy rate of biometric template protection and biometric recognition performance. In: International Conference on Biometrics, ICB 2015 , 19-22 May 2015, Phuket, Thailand. pp. 311-318. IEEE . ISBN 978-1-4799-7824-3
  • Zeinstra, C.G. and Veldhuis, R.N.J. and Spreeuwers, L.J. (2015) Examining the examiners: an online eyebrow verification experiment inspired by FISWG. In: International Workshop on Biometrics and Forensics, IWBF 2015 , 3-4 March 2015, Gløvik,
  • Norway. pp. 1-6. IEEE Computer Society. ISBN 978-1-4799-8105-2 Ali, T. and Spreeuwers, L.J. and Veldhuis, R.N.J. and Meuwly, D. (2014) Biometric evidence evaluation: an empirical assessment of the effect of different training data. IET Biometrics, online pre-publication. pp. 1-12. ISSN 2047-4938
  • Dutta, A. and Veldhuis, R.N.J. and Spreeuwers, L.J. (2014) A Bayesian model for predicting face recognition performance using image quality. In: 2014 IEEE International Joint Conference on Biometrics (IJCB), 29 Sep - 02 Oct 2014, Clearwater, FL, USA. pp. 1-8. IEEE. ISBN 978-1-4799-3584-0
  • Hendrikse, A.J. and Veldhuis, R.N.J. and Spreeuwers, L.J. (2014) Likelihood ratio based verification in high dimensional spaces. IEEE transactions on pattern analysis and machine intelligence, 36 (1). pp. 127-139. ISSN 0162-8828 *** ISI Impact 4,80 ***
  • Hillerström, F.H.J. and Kumar, A. and Veldhuis, R.N.J. (2014) Generating and analyzing synthetic finger vein images. In: Proceedings of the 13th International Conference of the Biometrics Special Interest Group, BIOSIG 2014, 10-12 Sep 2014, Darmstadt, Germany.pp. 121-132. Lecture Notes in Informatics (LNI) P-230. Gesellschaft für Informatik. ISSN 1617-5468 ISBN 978-3-88579-624-4
  • Mu, Meiru and Spreeuwers, L.J. and Veldhuis, R.N.J. (2014) Face identification in videos from mobile cameras. In: Proceedings of Netherlands Conference on Computer Vision, NCCV 2014, 24-25 April 2014, Ermelo, The Netherlands. pp. 1-4. ASCI.
  • Spreeuwers, L.J. and Veldhuis, R.N.J. and Sultanali, S. and Diephuis, J. (2014) Fixed FAR Vote Fusion of regional Facial Classifiers. In: BIOSIG 2014: Proceedings of the 13th International Conference of the Biometrics Special Interest Group, 11-13 September 2014, Darmstadt, Germany. pp. 1-4. IEEE. ISBN 978-3-88579-624-4
  • Wang, Ruifang and Ramos, D. and Veldhuis, R.N.J. and Fierrez, J. and Spreeuwers, L.J. and Xu, Haiyun (2014) Regional fusion for high-resolution palmprint recognition using spectral minutiae representation. IET Biometrics, 3 (2). pp. 94-100. ISSN 2047-4938
  • Spreeuwers, L.J. (2015) Breaking the 99% barrier: optimisation of 3D face recognition. IET Biometrics, 4 (3). pp. 169-177. ISSN 2047-4938

Contact

For more information, please contact: Raymond Veldhuis