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Face

Face is one of the most acceptable biometrics, because it is one of the most common methods of identification that humans use in their visual interactions and acquisition of faces is non-intrusive. Face recongition is of concern in un-attended authentication applications. It is very challenging to develop face recognition techniques which can tolerate the effects of aging, facial expressions, slight variations in the imaging environment and variations in the pose of face with respect to camera (2D and 3D rotations).


Bibliography
(Click here if you are interested in any of the publications below)

J.L. Wayman, A.K. Jain, D. Maltoni and D. Maio, Biometric Systems - Technology, Design and Performance Evaluation, Springer, 2005.

L. Nanni, A. Lumini, L. Minto and P. Zanuttigh, "Face detection coupling texture, color and depth data", in Michal Kawulok, M. Emre Celebi, and Bogdan Smolka, Advances in Face Detection and Facial Image Analysis, Springer, 2016. Abstract

M. Ferrara, A. Franco and D. Maltoni, "On the Effects of Image Alterations on Face Recognition Accuracy", in Thirimachos Bourlai, Face Recognition Across the Electromagnetic Spectrum, Springer, 2016. Abstract

A. Franco, D. Maio and D. Maltoni, "Face Recognition in Ambient Intelligence Applications", in Paul McCullagh, Juan Carlos Augusto, Handbook on Ambient Assisted Living for Healthcare, Well-being and Rehabilitation, vol.11, IOS Press, 2012. Abstract

L. Nanni, S. Brahnam and A. Lumini, "Fusion of lighting insensitive approaches for illumination robust face recognition", in Biometrics: Theory, Applications and Issues, Nova Publisher, 2011. Abstract

S. Brahnam and L. Nanni, "Predicting trait impressions of faces using classifier ensembles", in Christine L. Mumford and Lakhmi C. Jain, Collaborative Computational Intelligence. Collaboration, Fusion and Emergence, vol.1, Springer, 2009. Abstract

S. Brahnam, L. Nanni and S. Randall, "Introduction to neonatal facial pain detection using common and advanced face classification techniques", in H. Yoshida, A. Jain, A. Ichalkaranje, L. C. Jain, N. Ichalkaranje, Computational Intelligence In Healthcare, Springer, 2007.

D. Maio and D. Maltoni, "Fast Face Location in Complex Backgrounds", in H. Wechsler et. al., Face Recognition from Theory to Applications, Nato Asi Series, Springer Verlag, 1998. Abstract

L. Nanni and A. Lumini, "Skin Detection for Reducing False Positive in Face Detection", in Victoria M. Petrova, Advances in Engineering Research, vol.16, Nova Publisher, 2017. Abstract

A. Lumini, L. Nanni and S. Ghidoni, "Deep Features Combined with Hand-Crafted Features for Face Recognition", in Computer Vision and Simulation: Methods, Applications and Technology, Nova Science Publishers. Abstract

A. Lumini, L. Nanni and S. Brahnam, "Ensemble of texture descriptors and classifiers for face recognition", Applied Computing and Informatics, vol.13, no.1, pp.79-91, January 2017. Abstract

L. Nanni, A. Lumini and S. Brahnam, "Ensemble of face/eye detectors for accurate automatic face detection", International Journal of Latest Research in Science and Technology, vol.4, no.3, pp.8-17, May 2015. Abstract

M. Ferrara, A. Franco and D. Maio, "On the use of the Kinect sensor for human identification in smart environments", Journal of Ambient Intelligence and Smart Environments, vol.6, no.4, pp.435-446, July 2014. Abstract

M. Ferrara, A. Franco, D. Maio and D. Maltoni, "FICV: a new FVC-onGoing benchmark area on Face Compliance Verification to ISO/IEC 19794-5:2011 standard", EAB Newsletter, no.1, pp.15-17, April 2014.

L. Nanni, A. Lumini, F. Dominio and P. Zanuttigh, "Effective and precise face detection based on color and depth data", Applied Computing and Informatics, vol.10, no.1-2, pp.1-13, January 2014. Abstract

L. Nanni and A. Lumini, "Combining Face and Eye Detectors in a High- Performance Face-Detection System", IEEE MultiMedia, vol.19, no.4, pp.20 -27, October 2012. Abstract

M. Ferrara, A. Franco, D. Maio and D. Maltoni, "Face Image Conformance to ISO/ICAO standards in Machine Readable Travel Documents", IEEE Transactions on Information Forensics and Security, vol.7, no.4, pp.1204-1213, August 2012. Abstract

M. Ferrara, A. Franco and D. Maio, "A multi-classifier approach to face image segmentation for travel documents", Expert Systems With Applications, vol.39, no.9, pp.8452-8466, July 2012. Abstract

A. Franco, D. Maio and D. Maltoni, "Incremental template updating for face recognition in home environments", Pattern Recognition, vol.43, no.8, pp.2891-2903, August 2010. Abstract

L. Nanni and A. Lumini, "A supervised method to discriminate between impostors and genuine in biometry", Expert Systems With Applications, vol.36, no.7, pp.10401-10407, September 2009. Abstract

A. Franco and L. Nanni, "Fusion of Classifiers For Illumination Robust Face Recognition", Expert Systems With Applications, vol.36, no.5, pp.8946-8954, July 2009. Abstract

L. Nanni and A. Lumini, "Genetic nearest feature plane", Expert Systems With Applications, vol.36, no.1, pp.838-843, January 2009. Abstract

A. Franco, D. Maio and D. Maltoni, "2D Face Recognition based on Supervised Subspace Learning from 3D Models", Pattern Recognition, vol.41, no.12, pp.3822-3833, December 2008. Abstract

A. Lumini and L. Nanni, "Over-complete feature generation and feature selection for biometry", Expert Systems With Applications, vol.35, no.4, pp.2049-2055, November 2008. Abstract

L. Nanni and A. Lumini, "Random Subspace for an improved BioHashing for Face authentication", Pattern Recognition Letters, vol.29, no.3, pp.295-300, February 2008. Abstract

L. Nanni and A. Lumini, "Wavelet Decomposition Tree selection for Palm and Face authentication", Pattern Recognition Letters, vol.29, no.3, pp.343-353, February 2008. Abstract

L. Nanni and A. Lumini, "RegionBoost Learning for 2D+3D based Face Recognition", Pattern Recognition Letters, vol.28, no.15, pp.2063-2070, November 2007. Abstract

L. Nanni and A. Lumini, "A multi-expert approach for Wavelet-based Face Detection", Pattern Recognition Letters, vol.28, no.12, pp.1541-1547, September 2007. Abstract

L. Nanni and D. Maio, "Weighted Sub-Gabor For Face Recognition", Pattern Recognition Letters, vol.28, no.4, pp.487-492, March 2007. Abstract

A. Lumini and L. Nanni, "Empirical Tests on BioHashing", NeuroComputing, vol.69, no.16, pp.2390-2395, October 2006. Abstract

A. Lumini and L. Nanni, "An advanced multi-modal method for human authentication featuring biometrics data and tokenised random numbers", NeuroComputing, vol.69, no.13, pp.1706-1710, August 2006. Abstract

A. Lumini and L. Nanni, "An approach for improving Face Recognition in presence of inaccurate detection", NeuroComputing, vol.69, no.13, pp.1678-1682, August 2006. Abstract

A. Franco, A. Lumini, D. Maio and L. Nanni, "An Enhanced Subspace Method for Face Recognition", Pattern Recognition Letters, vol.27, no.1, pp.76-84, January 2006. Abstract

A. Lumini and L. Nanni, "Combining classifiers to obtain a reliable method for face recognition", Multimedia Cyberscape Journal, vol.3, no.3, pp.47-53, June 2005. Abstract

R. Cappelli, D. Maio and D. Maltoni, "Multi-space KL for Pattern Representation and Classification", IEEE Transactions on Pattern Analysis Machine Intelligence, vol.23, no.9, pp.977-996, September 2001. Abstract

D. Maio and D. Maltoni, "Real-Time Face Location on Gray-Scale Static Images", Pattern Recognition, vol.33, no.9, pp.1525-1539, September 2000. Abstract

M. Golfarelli, D. Maio and D. Maltoni, "On The Error-Reject tradeoff in Biometric Verification Systems", IEEE Transactions on Pattern Analysis Machine Intelligence, vol.19, no.7, pp.786-796, July 1997. Abstract

L. Nanni, A. Lumini and M. Migliardi, "Learning-based Skin Classification", to appear on International Journal of Automated Identification TechnologyAbstract

M. Ferrara, A. Franco and D. Maltoni, "The Magic Passport", in proceedings International Joint Conference on Biometrics (IJCB), Clearwater, Florida, USA, pp.1-7, October 2014. Abstract

A. Franco, D. Maio and F. Turroni, "Spatio-temporal keypoints for video-based face recognition", in proceedings 22nd International Conference on Pattern Recognition (ICPR14), Stockholm, pp.489-494, August 2014. Abstract

S. Buoncompagni, A. Franco and D. Maio, "Shape features for candidate photo selection in sketch recognition", in proceedings 22nd International Conference on Pattern Recognition (ICPR14), Stockholm, pp.1728-1733, August 2014. Abstract

M. Ferrara, A. Franco, D. Maltoni and Y. Sun, "On the Impact of Alterations on Face Photo Recognition Accuracy", in proceedings International Conference on Image Analysis and Processing (ICIAP2013), Naples (Italy), vol.8156, pp.743-751, September 2013. Abstract

Y. Sun, M. Tistarelli and D. Maltoni, "Structural Similarity based image quality map for face recognition across plastic surgery", in proceedings 6th International Conference on Biometrics: Theory, Applications and Systems (BTASBTAS 2013), Washington, DC, pp.1-8, September 2013. Abstract

L. Nanni, A. Lumini, S. Brahnam and M. Migliardi, "Ensemble Of Patterns Of Oriented Edge Magnitudes Descriptors For Face Recognition", in proceedings The 17th International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV13), Las Vegas, USA, pp.675-680, July 2013. Abstract

D. Maltoni, A. Franco, M. Ferrara, D. Maio and A. Nardelli, "Biolab-ICAO: A New Benchmark to Evaluate Applications Assessing Face Image Compliance to ISO/IEC 19794-5 Standard", in proceedings 16th International Conference on Image Processing (2009), Cairo, pp.41-44, November 2009. Abstract

A. Franco and D. Maio, "Similarity searches in face databases", in proceedings International Conference on Image Analysis and Processing (ICIAP09), Vietri sul Mare, pp.443-450, September 2009. Abstract

A. Franco, D. Maio and D. Maltoni, "The Big Brother database: evaluating face recognition in smart home environments", in proceedings International Conference on Biometrics (ICB09), pp.142-150, June 2009. Abstract

S. Brahnam, L. Nanni and S. Randall, "Neonatal Facial Pain Detection Using NNSOA and LSVM", in proceedings International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV), Las Vegas, Nevada, USA, July 2008.

M. Ferrara, A. Franco and D. Maltoni, "Evaluating systems assessing face-image compliance with ICAO/ISO standards", in proceedings European Workshop on Biometrics and Identity Management (BIOID 2008), Roskilde, Denmark, pp.191-199, May 2008. Abstract

R. Cappelli, A. Franco and D. Maio, "Gabor Saliency Map for Face Recognition", in proceedings 14th International Conference on Image Analysis and Processing (ICIAP07), Modena, Italy, pp.443-447, September 2007. Abstract

A. Franco, A. Lumini and D. Maio, "A Hierarchical Approach for Face Recognition", in proceedings International Conference on Visualization, Imaging and Image Processing (VIIP04), Marbella, Spain, pp.54-59, September 2004. Abstract

R. Cappelli, A. Franco, D. Maltoni and L. Nanni, "Combining Template-based and feature-based face detectors", in proceedings International Conference on Visualization, Imaging and Image Processing (VIIP04), Marbella, Spain, pp.50-53, September 2004. Abstract

L. Nanni, A. Franco and R. Cappelli, "Towards a robust face detector", in proceedings Biometric Authentication Workshop (BIOAW04), Prague (Czech Republic), pp.57-69, May 2004. Abstract

R. Cappelli, D. Maio and D. Maltoni, "Subspace Adaptation for Incremental Face Learning", in proceedings Seventh International Conference on Control, Automation, Robotics and Vision (ICARCV2002), Singapore, pp.974-979, December 2002. Abstract

R. Cappelli, D. Maio and D. Maltoni, "Subspace classification for face recognition", in proceedings Workshop on Biometric Authentication - ECCV'02 (BIOW2002), Copenhagen, pp.133-141, June 2002. Abstract

A. Franco, A. Lumini and D. Maio, "A hierarchical approach for face recognition", in proceedings Workshop on Automatic Identification Advances Technologies (AutoID'02), Tarrytown (NY), pp.155-158, March 2002. Abstract

D. Maio and D. Maltoni, "Localizzazione del Volto in Tempo Reale Mediante Ricerca su Immagini Direzionali", in proceedings IAPRVA (IAPRVA), Ferrara (Italy), April 1998.  Abstract

A. Alessandroni, M. Ferrara, A. Franco, D. Maio, D. Maltoni and L Palumbo, "Evaluating systems assessing face-image compliance with ICAO/ISO standards", Technical Report, DEIS - University of Bologna, March 2008. Abstract

A. Alessandroni, M. Ferrara, A. Franco, D. Maio, D. Maltoni and L Palumbo, "Test compliance ICAO su foto del volto in formato Tokenizzabile", Technical Report, DEIS - University of Bologna, March 2008. 

A. Franco, D. Maltoni and L. Nanni, "Recognition of faces: a literature survey", Technical Report, Biometric System Lab - University of Bologna, June 2003.


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