Publications

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2021

Peter Rot Blaz Meden, Philipp Terhorst

Privacy-Enhancing Face Biometrics: A Comprehensive Survey Journal Article

In: IEEE Transactions on Information Forensics and Security, vol. 16, pp. 4147-4183, 2021.

Abstract | Links | BibTeX | Tags: biometrics, deidentification, face analysis, face deidentification, face recognition, face verification, FaceGEN, privacy, privacy protection, privacy-enhancing techniques, soft biometric privacy

2016

Stržinar, Žiga; Grm, Klemen; Štruc, Vitomir

Učenje podobnosti v globokih nevronskih omrežjih za razpoznavanje obrazov Inproceedings

In: Proceedings of the Electrotechnical and Computer Science Conference (ERK), Portorož, Slovenia, 2016.

Abstract | Links | BibTeX | Tags: biometrics, CNN, deep learning, difference space, face verification, LFW, performance evaluation

2015

Grm, Klemen; Dobrišek, Simon; Štruc, Vitomir

The pose-invariant similarity index for face recognition Inproceedings

In: Proceedings of the Electrotechnical and Computer Science Conference (ERK), Portorož, Slovenia, 2015.

BibTeX | Tags: biometrics, CNN, deep learning, deep models, face verification, similarity learning

Štruc, Vitomir; Križaj, Janez; Dobrišek, Simon

Modest face recognition Inproceedings

In: Proceedings of the International Workshop on Biometrics and Forensics (IWBF), pp. 1–6, IEEE, 2015.

Abstract | Links | BibTeX | Tags: biometrics, face verification, Gabor features, image descriptors, LBP, multi modality, PaSC, performance evaluation

Beveridge, Ross; Zhang, Hao; Draper, Bruce A; Flynn, Patrick J; Feng, Zhenhua; Huber, Patrik; Kittler, Josef; Huang, Zhiwu; Li, Shaoxin; Li, Yan; Štruc, Vitomir; Križaj, Janez; others,

Report on the FG 2015 video person recognition evaluation Inproceedings

In: 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (IEEE FG), pp. 1–8, IEEE 2015.

Abstract | Links | BibTeX | Tags: biometrics, competition, face verification, FG, group evaluation, PaSC, performance evaluation

2014

Štruc, Vitomir; Žganec-Gros, Jerneja; Vesnicer, Boštjan; Pavešić, Nikola

Beyond parametric score normalisation in biometric verification systems Journal Article

In: IET Biometrics, vol. 3, no. 2, pp. 62–74, 2014.

Abstract | Links | BibTeX | Tags: biometrics, face verification, hybrid score normalization, score normalization, t-norm, tz-norm, z-norm, zt-norm

Emeršič, Žiga; Bule, Jernej; Žganec-Gros, Jerneja; Štruc, Vitomir; Peer, Peter

A case study on multi-modal biometrics in the cloud Journal Article

In: Electrotechnical Review, vol. 81, no. 3, pp. 74, 2014.

Abstract | Links | BibTeX | Tags: cloud, cloud computing, face recognition, face verification, fingerprint verification, fingerprints, fusion

Križaj, Janez; Štruc, Vitomir; Mihelič, France

A Feasibility Study on the Use of Binary Keypoint Descriptors for 3D Face Recognition Inproceedings

In: Proceedings of the Mexican Conference on Pattern Recognition (MCPR), pp. 142–151, Springer 2014.

Abstract | Links | BibTeX | Tags: 3d face recognition, binary descriptors, biometrics, BRISK, CASIA, face verification, FREAK, FRGC, MCPR, ORB, performance evaluation, SIFT, SURF

2013

Križaj, Janez; Dobrišek, Simon; Štruc, Vitomir; Pavešić, Nikola

Robust 3D face recognition using adapted statistical models Inproceedings

In: Proceedings of the Electrotechnical and Computer Science Conference (ERK'13), 2013.

Abstract | Links | BibTeX | Tags: 3d face recognition, biometrics, covariance descriptor, face verification, FRGC, GMM, modeling, performance evaluation, region-covariance matrix

Štruc, Vitomir; Gros, Jeneja Žganec; Dobrišek, Simon; Pavešić, Nikola

Exploiting representation plurality for robust and efficient face recognition Inproceedings

In: Proceedings of the 22nd Intenational Electrotechnical and Computer Science Conference (ERK'13), pp. 121–124, Portorož, Slovenia, 2013.

Abstract | Links | BibTeX | Tags: competition, erk, face recognition, face verification, group evaluation, ICB, mobile biometrics, MOBIO, performance evaluation

Križaj, Janez; Štruc, Vitomir; Dobrišek, Simon

Combining 3D face representations using region covariance descriptors and statistical models Inproceedings

In: Proceedings of the IEEE International Conference on Automatic Face and Gesture Recognition and Workshops (IEEE FG), Workshop on 3D Face Biometrics, IEEE, Shanghai, China, 2013.

Abstract | Links | BibTeX | Tags: 3d face recognition, biometrics, covariance descriptors, face recognition, face verification, FG, gaussian mixture models, GMM, unscented transform

Štruc, Vitomir; Pavešić, Nikola; Žganec-Gros, Jerneja; Vesnicer, Boštjan

Patch-wise low-dimensional probabilistic linear discriminant analysis for Face Recognition Inproceedings

In: 2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2352–2356, IEEE 2013.

Abstract | Links | BibTeX | Tags: biometrics, face verification, FRGC, ICASSP, patch-wise approach, plda, probabilistic linear discriminant analysis

Günther, Manuel; Costa-Pazo, Artur; Ding, Changxing; Boutellaa, Elhocine; Chiachia, Giovani; Zhang, Honglei; de Angeloni, Marcus Assis; Štruc, Vitomir; Khoury, Elie; Vazquez-Fernandez, Esteban; others,

The 2013 face recognition evaluation in mobile environment Inproceedings

In: Proceedings of the IAPR International Conference on Biometrics (ICB), pp. 1–7, IAPR 2013.

Abstract | Links | BibTeX | Tags: biometrics, competition, face recognition, face verification, group evaluation, mobile biometrics, MOBIO, performance evaluation

2010

Štruc, Vitomir; Pavešić, Nikola

Face recogniton from color images using sparse projection analysis Inproceedings

In: Proceedings of the 7th International Conference on Image Analysis and Recognition (ICIAR 2010), pp. 445-453, Povoa de Varzim, Portugal, 2010.

Abstract | Links | BibTeX | Tags: biometrics, face verification, ICIAR, performance evaluation, sparse projection analysis

Štruc, Vitomir; Vesnicer, Boštjan; Mihelič, France; Pavešić, Nikola

Removing Illumination Artifacts from Face Images using the Nuisance Attribute Projection Inproceedings

In: Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP'10), pp. 846-849, IEEE, Dallas, Texas, USA, 2010.

Abstract | Links | BibTeX | Tags: biometrics, face recognition, face verification, illumination changes, illumination invariance, nuisance attribute projection, robust recognition

Poh, Norman; Chan, Chi Ho; Kittler, Josef; Marcel, Sebastien; Cool, Christopher Mc; Rua, Enrique Argones; Castro, Jose Luis Alba; Villegas, Mauricio; Paredes, Roberto; Struc, Vitomir; others,

An evaluation of video-to-video face verification Journal Article

In: IEEE Transactions on Information Forensics and Security, vol. 5, no. 4, pp. 781–801, 2010.

Abstract | Links | BibTeX | Tags: biometrics, competition, face recognition, face verification, group evaluation, video

Štruc, Vitomir; Dobrišek, Simon; Pavešić, Nikola

Confidence Weighted Subspace Projection Techniques for Robust Face Recognition in the Presence of Partial Occlusions Inproceedings

In: Proceedings of the International Conference on Pattern Recognition (ICPR'10), pp. 1334-1338, Istanbul, Turkey, 2010.

Links | BibTeX | Tags: biometrics, face recognition, face verification, ICPR, performance evaluation, subspace projection

2009

Štruc, Vitomir; Gajšek, Rok; Pavešić, Nikola

Principal Gabor Filters for Face Recognition Inproceedings

In: Proceedings of the 3rd IEEE International Conference on Biometrics: Theory, Systems and Applications (BTAS'09), pp. 1-6, IEEE, Washington D.C., U.S.A., 2009.

Abstract | Links | BibTeX | Tags: biometrics, face verification, feature extraction, Gabor features, performance evaluation, principal Gabor filters

Štruc, Vitomir; Ma, Zongmin; Pavešić, Nikola

Nuisance Attribute Projection in the Logarithm Domain for Face Recognition under Severe Illumination Changes Inproceedings

In: Proceedings of the IEEE International Electrotechnical and Computer Science Conference (ERK'09), pp. 279-281, Portorož, Slovenia, 2009.

BibTeX | Tags: biometrics, face verification, illumination changes, illumination invariance, nuisance attribute projection, performance evaluation, robust recognition

Štruc, Vitomir; Ma, Zongmin; Pavešić, Nikola

Face Recognition using Sparse Projection Axes Inproceedings

In: Proceedings of the IEEE International Electrotechnical and Computer Science Conference (ERK'09), pp. 271-274, Portorož, Slovenia, 2009.

BibTeX | Tags: biometrics, erk, face recognition, face verification, performance evaluation, sparse projection analysis

Štruc, Vitomir; Pavešić, Nikola

A comparative assessment of appearance based feature extraction techniques and their susceptibility to image degradations in face recognition systems Inproceedings

In: Proceedings of the International Conference on Machine Learning and Pattern Recognition (ICMLPR'09), pp. 326-334, Paris, France, 2009.

Abstract | Links | BibTeX | Tags: biometrics, face recognition, face verification, image degradations, performance evaluation

Štruc, Vitomir; Pavešić, Nikola

A comparison of feature normalization techniques for PCA-based palmprint recognition Inproceedings

In: Proceedings of the International Conference on Mathematical Modeling (MATHMOD'09), pp. 2450-2453, Viena, Austria, 2009.

Abstract | Links | BibTeX | Tags: biometrics, face verification, feature normalization, normalization, pca, performance evaluation

Štruc, Vitomir; Pavešić, Nikola

Image normalization techniques for robust face recognition Inproceedings

In: Proceedings of the International Conference on Signal Processing, Robotics and Automation (ISPRA'09), pp. 155-160, Cambridge, UK, 2009.

BibTeX | Tags: biometrics, face recognition, face verification, histogram remapping, performance evaluation, preprocessing

Poh, Norman; Chan, Chi Ho; Kittler, Josef; Marcel, Sebastien; McCool, Christopher; Argones-Rua, Enrique; Alba-Castro, Jose Luis; Villegas, Mauricio; Paredes, Roberto; Štruc, Vitomir; Pavešić, Nikola; Salah, Albert Ali; Fang, Hui; Costen, Nicholas

Face Video Competition Inproceedings

In: Tistarelli, Massimo; Nixon, Mark (Ed.): Proceedings of the international Conference on Biometrics (ICB), pp. 715-724, Springer-Verlag, Berlin, Heidelberg, 2009.

Abstract | Links | BibTeX | Tags: biometrics, competition, face recognition, face verification, ICB, performance evaluation

Štruc, Vitomir; Pavešić, Nikola

Illumination Invariant Face Recognition by Non-Local Smoothing Inproceedings

In: Biometric ID management and multimodal communication, pp. 1-8, Springer-Verlag, Berlin, Heidelberg, 2009.

Abstract | Links | BibTeX | Tags: biometrics, face verification, illumination changes, illumination invariance, illumination normalization, pca, preprocessing

2008

Štruc, Vitomir; Vesnicer, Boštjan; Pavešić, Nikola

The phase-based Gabor Fisher classifier and its application to face recognition under varying illumination conditions Inproceedings

In: Proceedings of the IEEE International Conference on Signal Processing and Communication Systems (ICSPCS'08), pp. 1-6, IEEE, Gold Coast, Australia, 2008, ISBN: 978-1-4244-4243-0.

Abstract | Links | BibTeX | Tags: biometrics, face verification, feature extraction, Gabor features, performance evaluation, phase congruency features, phase features

Štruc, Vitomir; Pavešić, Nikola

The corrected normalized correlation coefficient: a novel way of matching score calculation for LDA-based face verification Inproceedings

In: Proceedings of the IEEE International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'08), pp. 110-115, IEEE, Jinan, China, 2008, ISBN: 978-0-7695-3305-6.

Abstract | Links | BibTeX | Tags: biometrics, face verification, lda, matching score calculation

Štruc, Vitomir; Mihelič, France; Gajšek, Rok; Pavešić, Nikola

Regression techniques versus discriminative methods for face recognition Inproceedings

In: Proceedings of the 9th international PhD Workshop on Systems and Control, pp. 1-5, Izola, Slovenia, 2008.

Abstract | Links | BibTeX | Tags: biometrics, face recognition, face verification, modeling, performance evaluation, regression techniques

Štruc, Vitomir; Mihelič, France; Pavešić, Nikola

Combining experts for improved face verification performance Inproceedings

In: Proceedings of the IEEE International Electrotechnical and Computer Science Conference (ERK'08), pp. 233-236, Portorož, Slovenia, 2008.

Abstract | Links | BibTeX | Tags: biometrics, erk, face recognition, face verification, fusion, performance evaluation