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AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
Chan, C.-H., Kittler, J., Poh, N., Ahonen, T. & Pietikäinen, M. (Multiscale) Local Phase Quantisation Histogram Discriminant Analysis with Score Normalisation for Robust Face Recognition 2009 Workshop on Video-oriented object and event Classification (VOEC), in conjunction with the 12th IEEE Int'l Conf. on Computer Vision (ICCV), pp. 633-640  inproceedings URL 
Fatukasi, O., Kittler, J. & Poh, N. Estimation of Missing Values in Multimodal Biometric Fusion 2009 IEEE Conference on Biometrics: Theory, Applications and Systems (BTAS), pp. 1-6  inproceedings URL 
Fatukasi, O., Kittler, J. & Poh, N. Quality Controlled Multimodal Fusion of Biometric Experts 2007 12th Iberoamerican Congress on Pattern Recognition CIARP, pp. 881-890  inproceedings URL 
Kittler, J. & Poh, N. Multibiometrics for Identity Authentication: Issues, Benefits and Challenges 2009 IEEE Conference on Biometrics: Theory, Applications and Systems, pp. 1-6  inproceedings URL 
Kittler, J., Poh, N., Fatukasi, O., Messer, K., Kryszczuk, K., Richiardi, J. & Drygajlo, A. Quality Dependent Fusion of Intramodal and Multimodal Biometric Experts 2007
Vol. 6539Proc. of SPIE Defense and Security Symposium, Workshop on Biometric Technology for Human Identification, pp. 653903.1-653903.14 
inproceedings URL 
Kittler, J., Poh, N. & Merati, A. Cohort Based Approach to Multiexpert Class Verification 2011
Vol. 6713Multiple Classifier Systems, pp. 319-329 
incollection URL 
Kryszczuk, K. & Poh, N. Handling High Dimensionality in Biometric Classification with Multiple Quality Measures using Locality Preserving Projection 2010 IEEE Computer Society Workshop on Biometrics, CVPR, pp. 146-153  inproceedings URL 
Merati, A., Poh, N. & Kitter, J. Extracting Discriminative Information from Cohort Models 2010 IEEE Conference on Biometrics: Theory, Applications and Systems (BTAS), pp. 1-6  inproceedings URL 
Messer, K., Kittler, J., Sadeghi, M., Hamouz, M., Kostin, A., Cardinaux, F., Marcel, S., Bengio, S., Sanderson, C., Poh, N., Rodriguez, Y., Czyz, J., Vandendorpe, L., McCool, C., Lowther, S., Sridharan, S., Chandran, V., Palacios, R.P., Vidal, E., Bai, L., Shen, L.-L., Wang, Y., Yueh-Hsuan, C., Liu, H.-C., Hung, Y.-P., Heinrichs, A., Muller, M., Tewes, A., vd Malsburg, C., Wurtz, R., Wang, Z., Xue, F., Ma, Y., Yang, Q., Fang, C., Ding, X., Lucey, S., Goss, R. & Schneiderman, H. Face Authentication Test on the BANCA Database 2004
Vol. 4Int'l Conf. Pattern Recognition (ICPR), pp. 523-532 
inproceedings URL 
Messer, K., Kittler, J., Sadeghi, M., Homouz, M., Kostyn, A., Marcel, S., Bengio, S., Cardinaux, F., Sanderson, C., Poh, N., Rodrigeuz, Y., Kryszczuk, K., Czyz, J., Vandendorpe, L., Ng, J., Cheung, H. & Tang, B. Face Authentication Competition on the BANCA Database 2004 LNCS 3072, Int'l Conf. on Biometric Authentication (ICBA), pp. 8-15  inproceedings  
Ortega-Garcia, J., Fierrez, J., Alonso-Fernandez, F., Galbally, J., Freire, M.R., Gonzalez-Rodriguez, J., Garcia-Mateo, C., Alba-Castro, J.-L., Gonzalez-Agulla, E., Otero-Muras, E., Garcia-Salicetti, S., Allano, L., Ly-Van, B., Dorizzi, B., Kittler, J., Bourlai, T., Poh, N., Deravi, F., Ng, M.W., Fairhurst, M., Hennebert, J., Humm, A., Tistarelli, M., Brodo, L., Richiardi, J., Drygajlo, A., Ganster, H., Sukno, F.M., Pavani, S.-K., Frangi, A., Akarun, L. & Savran, A. The Multiscenario Multienvironment BioSecure Multimodal Database (BMDB) 2010 IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
Vol. 32, pp. 1097-1111 
article DOI  
Poh, N. Quality-based Fusion 2009 Encyclopedia of Biometrics, pp. 602-607  inbook  
Poh, N. User-specific Score Normalization and Fusion for Biometric Person Recognition 2011 Advanced Topics in Biometrics  inbook URL 
Poh, N. Multi-system Biometric Authentication: Optimal Fusion and User-Specific Information 2006 School: Swiss Federal Institute of Technology in Lausanne (Ecole Polytechnique Fédérale de Lausanne)  phdthesis URL 
Poh, N. Improving Biometric Authentication Using Score-Averaging and Error-Correction Output-Coding 2002 DEA thesis (Diplôme d'Étude Approfondie)  mastersthesis URL 
Poh, N. Biometric Authentication System 2001 School: USM  mastersthesis URL 
Poh, N. & Bengio, S. Estimating the Confidence Interval of Expected Performance Curve in Biometric Authentication using Joint Bootstrap 2007
Vol. 2IEEE Int'l Conf. Acoustics, Speech, and Signal Processing (ICASSP), pp. II-137-II-140 
inproceedings URL 
Poh, N. & Bengio, S. Using Chimeric Users to Construct Fusion Classifiers in Biometric Authentication Tasks: An Investigation 2006 IEEE Int'l Conf. Acoustics, Speech, and Signal Processing (ICASSP), pp. 1077-1080  inproceedings URL 
Poh, N. & Bengio, S. How Do Correlation and Variance of Base Classifiers Affect Fusion in Biometric Authentication Tasks? 2005 IEEE Trans. Signal Processing
Vol. 53(11), pp. 4384-4396 
article URL 
Poh, N. & Bengio, S. Database, Protocol and Tools for Evaluating Score-Level Fusion Algorithms in Biometric Authentication 2005 Pattern Recognition
Vol. 39(2), pp. 223-233 
article URL 
Poh, N. & Bengio, S. F-ratio Client-Dependent Normalisation on Biometric Authentication Tasks 2005 IEEE Int'l Conf. Acoustics, Speech, and Signal Processing (ICASSP), pp. 721-724  inproceedings URL 
Poh, N. & Bengio, S. A Novel Approach to Combining Client-Dependent and Confidence Information in Multimodal Biometric 2005 LNCS 3546, 5th Int'l. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA 2005), pp. 1120-1129  inproceedings URL 
Poh, N. & Bengio, S. Improving Fusion with Margin-Derived Confidence in Biometric Authentication Tasks 2005 LNCS 3546, 5th Int'l. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA 2005), pp. 474-483  inproceedings URL 
Poh, N. & Bengio, S. Can Chimeric Persons Be Used in Multimodal Biometric Authentication Experiments? 2005 LNCS 3869, 2nd Joint AMI/PASCAL/IM2/M4 Workshop on Multimodal Interaction and Related Machine Learning Algorithms MLMI, pp. 87-100  inproceedings URL 
Poh, N. & Bengio, S. EER of Fixed and Trainable Classifiers: A Theoretical Study with Application to Biometric Authentication Tasks 2005 LNCS 3541, Multiple Classifiers System (MCS), pp. 74-85  inproceedings URL 
Poh, N. & Bengio, S. Why Do Multi-Stream, Multi-Band and Multi-Modal Approaches Work on Biometric User Authentication Tasks? 2004 IEEE Int'l Conf. Acoustics, Speech, and Signal Processing (ICASSP), pp. vol. V, 893-896  inproceedings URL 
Poh, N. & Bengio, S. Evidences of Equal Error Rate Reduction in Biometric Authentication Fusion 2004 (43)  techreport URL 
Poh, N. & Bengio, S. Noise-Robust Multi-Stream Fusion for Text-Independent Speaker Authentication 2004 The Speaker and Language Recognition Workshop (Odyssey), pp. 199-206  inproceedings URL 
Poh, N. & Bengio, S. A Study of the Effects of Score Normalisation Prior to Fusion in Biometric Authentication Tasks 2004 (69)  techreport URL 
Poh, N. & Bengio, S. Towards Predicting Optimal Subsets of Base-Experts in Biometric Authentication Task 2004 LNCS 3361, 1st Joint AMI/PASCAL/IM2/M4 Workshop on Multimodal Interaction and Related Machine Learning Algorithms MLMI, pp. 159-172  inproceedings URL 
Poh, N. & Bengio, S. Non-Linear Variance Reduction Techniques in Biometric Authentication 2003 Workshop on Multimodal User Authentication (MMUA 2003), pp. 123-130  inproceedings URL 
Poh, N., Bengio, S. & Korczak, J. A Multi-Sample Multi-source Model for Biometric Authentication 2002 IEEE International Workshop on Neural Networks for Signal Processing (NNSP), pp. 275-284  inproceedings URL 
Poh, N., Bengio, S. & Ross, A. Revisiting Doddington's Zoo: A Systematic Method to Assess User-Dependent Variabilities 2006 Workshop on Multimodal User Authentication (MMUA 2006)  inproceedings URL 
Poh, N., Bourlai, T. & Kittler, J. A Multimodal Biometric Test Bed for Quality-dependent, Cost-sensitive and Client-specific Score-level Fusion Algorithms 2010 Pattern Recognition
Vol. 43(3), pp. 1094-1105 
article DOI URL 
Poh, N., Bourlai, T. & Kittler, J. Quality-based Score Normalisation with Device Qualitative Information for Multimodal Biometric Fusion 2010 IEEE Transactions on Systems, Man, and Cybernatics (part B)(4), pp. 539-554  article URL 
Poh, N., Bourlai, T. & Kittler, J. Improving Biometric Device Interoperability by Likelihood Ratio-based Quality Dependent Score Normalization 2007 IEEE Conf. Biometrics: Theory, Applications and Systems, pp. 1-5  inproceedings URL 
Poh, N., Bourlai, T., Kittler, J. & al Benchmarking Quality-dependent and Cost-sensitive Score-level Multimodal Biometric Fusion Algorithms 2009 IEEE Transactions on Information Forensics and Security (TIFS)
Vol. 4(4), pp. 849-866 
article URL 
Poh, N., Chan, C.H., Kittler, J. & al Face Video Competition 2009 Proc. of the 3rd Int'l Conf. on Biometrics, pp. 715-724  inproceedings  
Poh, N., Heusch, G. & Kittler, J. On Combination of Face Authentication Experts by a Mixture of Quality Dependent Fusion Classifiers 2007 LNCS 4472, Multiple Classifiers System (MCS), pp. 344-356  inproceedings URL 
Poh, N. & Kittler, J. A Unified Framework for Biometric Expert Fusion Incorporating Quality Measures 2011 IEEE Transactions on Pattern Analysis and Machine (TPAMI)  article URL 
Poh, N. & Kittler, J. Multimodal Information Fusion: Theory and Applications for Human-Computer Interaction 2010 Multimodal Signal Processing, pp. 153-169  inbook URL 
Poh, N. & Kittler, J. A Biometric Menagerie Index for Characterising Template/Model-specific Variation 2009 Proc. of the 3rd Int'l Conf. on Biometrics, pp. 816-827  inproceedings URL 
Poh, N. & Kittler, J. A Family of Methods for Quality-based Multimodal Biometric Fusion using Generative Classifiers 2008 IEEE 10th International Conference on Control, Automation, Robotics and Vision (ICARCV)  inproceedings URL 
Poh, N. & Kittler, J. On Using Error Bounds to Optimize Cost-Sensitive Multimodal Biometric Authentication 2008 Proc. 19th Int'l Conf. Pattern Recognition (ICPR), pp. 1-4  inproceedings URL 
Poh, N. & Kittler, J. A Methodology for Separating Sheep from Goats for Controlled Enrollment and Multimodal Fusion 2008 Proc. of the 6th Biometrics Symposium, pp. 17-22  inproceedings URL 
Poh, N. & Kittler, J. Incorporating Variation of Model-specific Score Distribution in Speaker Verification Systems 2008 IEEE Transactions on Audio, Speech and Language Processing
Vol. 16(3), pp. 594-606 
article URL 
Poh, N. & Kittler, J. Predicting Biometric Authentication System Performance Across Different Application Conditions: A Bootstrap Enhanced Parametric Approach 2007 LNCS 4542, IEEE/IAPR Proc. Int'l Conf. Biometrics (ICB'07), pp. 625-635  inproceedings URL 
Poh, N. & Kittler, J. A Method for Estimating Authentication Performance Over Time, with Applications to Face Biometrics 2007 12th IAPR Iberoamerican Congress on Pattern Recognition (CIARP), pp. 360-369  inproceedings URL 
Poh, N. & Kittler, J. On the Use of Log-likelihood Ratio Based Model-specific Score Normalisation in Biometric Authentication 2007 LNCS 4542, IEEE/IAPR Proc. Int'l Conf. Biometrics (ICB'07), pp. 614-624  inproceedings URL 
Poh, N., Kittler, J., Chan, C.H., Marcel, S., Cool, C.M., Castro, E.L.A., Villegas, M., Paredes, R., Struc, V., Pavesic, N., Salah, A., Fang, H. & Costen, N. An evaluation of video-to-video face verification 2011 IEEE Transactions on Information Forensics and Security (TIFS)
Vol. 5(4), pp. 781-801 
article URL 
Poh, N., Kittler, J., Marcel, S., Matrouf, D. & Bonastre, J.-F. Model and Score Adaptation for Biometric Systems: Coping With Device Interoperability and Changing Acquisition Conditions 2010 Pattern Recognition (ICPR), 2010 20th International Conference on, pp. 1229-1232  inproceedings DOI URL 
Poh, N. & Korczak, J. Automated Authentication using Hybrid Biometric System 2003 Biometric Authentication in the e-World  inbook  
Poh, N. & Korczak, J. Hybrid Biometric Authentication System Using Face and Voice Features 2001 3rd Int'l. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA 2001), pp. 348-353  inproceedings URL 
Poh, N. & de Lusigan, S. Data-modelling and visualisation in chronic kidney disease (CKD): a step towards personalized medicine 2012 Informatics in Primary Care
Vol. 19(2) 
article URL 
Poh, N. & de Lusigan, S. Modeling Rate of Change in Renal Function for Individual Patients: A Longitudinal Model Based on Routinely Collected Data. 2011 Neural Information Processing Systems (NIPS) Personalized Medicine Workshop (NIPS PM 2011)  conference URL 
Poh, N., Marcel, S. & Bengio, S. Improving Face Authetication Using Virtual Samples 2003 IEEE Int'l Conf. Acoustics, Speech, and Signal Processing, pp. 233-236 (Vol. 3)  inproceedings URL 
Poh, N., Martin, A. & Bengio, S. Performance Generalization in Biometric Authentication Using Joint User-Specific and Sample Bootstraps 2007 IEEE Transactions on Pattern Analysis and Machine (TPAMI)
Vol. 29(3), pp. 492-498 
article URL 
Poh, N., Merati, A. & Kitter, J. Making Better Biometric Decisions with Quality and Cohort Information: A Case Study in Fingerprint Verification 2009 Proc. 17th European Signal Processing Conf. (EUSIPCO), pp. 70-74  inproceedings URL 
Poh, N., Merati, A. & Kittler, J. Heterogeneous Information Fusion: A Novel Fusion Paradigm for Biometric Systems 2011 Int'l. Joint Conf. On Biometrics (IJCB), pp. 1-8  inproceedings URL 
Poh, N., Merati, A. & Kittler, J. Adaptive Client-impostor Centric Score Normalization: A Case Study in Fingerprint Verification 2009 IEEE International Conference on Biometrics: Theory, Applications, and Systems, 2009 (BTAS), pp. 1 -7  inproceedings DOI URL 
Poh, N., Rattani, A., Tistarelli, M. & Kittler, J. Group-specific Score Normalization for Biometric Systems 2010 IEEE Computer Society Workshop on Biometrics (CVPR), pp. 38-45  inproceedings URL 
Poh, N., Sanderson, C. & Bengio, S. An Investigation of Spectral Subband Centroids For Speaker Authentication 2004 LNCS 3072, Int'l Conf. on Biometric Authentication (ICBA), pp. 631-639  inproceedings URL 
Poh, N., Sanderson, C. & Bengio, S. An Investigation of Spectral Subband Centroids For Speaker Authentication 2003 (03-62)  techreport URL 
Poh, N., Windridge, D., Mottl, V., Tatarchuk, A. & Eliseyev, A. Addressing Missing Values in Kernel-based Multimodal Biometric Fusion using Neutral Point Substitution 2010 IEEE Transactions on Information Forensics and Security (TIFS)
Vol. 5(3), pp. 461-469 
article URL 
Poh, N., Wong, R., Kittler, J. & Roli, F. Challenges and Research Directions for Adaptive Biometric Recognition Systems 2009 LNCS 5558, Proc. of the 3rd Int'l Conf. on Biometrics, pp. 753-764  inproceedings URL 
Ross, A. & Poh, N. Fusion in Biometrics: An Overview of Multibiometric Systems 2009 Handbook of Remote Biometrics, pp. 273-292  inbook DOI URL 
Windridge, D., Poh, N., Mottl, V., Tatarchuk, A. & Eliseyev, A. Handling Multimodal Information Fusion with Missing Observations Using the Neutral Point Substitution Method 2009 Multiple Classifiers System (MCS), pp. 161-170  inproceedings  
Wong, R., Poh, N., Kittler, J. & Frohlich, D. Towards Inclusive Design in Mobile Biometry 2010 Int'l Conf. on Human System Interaction (HSI), pp. 267-274  inproceedings URL 
Yang, J. & Poh, N. Recent Application in Biometrics 2011   book URL 

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