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An Open Source Framework for Standardized Comparisons of Face Recognition Algorithms [chapter]

Manuel Günther, Roy Wallace, Sébastien Marcel
2012 Lecture Notes in Computer Science  
We show that the face recognition algorithms implemented in Bob as well as third party face recognition libraries can be used to run face recognition experiments within the framework of the facereclib.  ...  prototyping of novel ideas and testing of meta-parameters of face recognition algorithms.  ...  We want to thank the developers of Bob for their great work, and David S. Bolme for providing the source code of the CSU Face Recognition Resources.  ... 
doi:10.1007/978-3-642-33885-4_55 fatcat:onfy2xyoqbcazawcwvk7m6ik34

Open source biometric recognition

Joshua C. Klontz, Brendan F. Klare, Scott Klum, Anil K. Jain, Mark J. Burge
2013 2013 IEEE Sixth International Conference on Biometrics: Theory, Applications and Systems (BTAS)  
The biometrics community enjoys an active research field that has produced algorithms for several modalities suitable for real-world applications. Despite these devel-  ...  Acknowledgments The authors would like to thank The MITRE Corporation for releasing OpenBR as free open source software, and recognize Emma Taborsky and Charles Otto for their ongoing commitment to the  ...  The Existing open source face recognition software.  ... 
doi:10.1109/btas.2013.6712754 dblp:conf/btas/KlontzKKJB13 fatcat:iyebay6euzhcplaaxlcmedvkry

Facial Recognition an Added Security Level To Mobiles And Laptops

K Sai Kiran, Divya M, B K Sree Chandana, Deepa R, Nagaveni B. Biradar
2018 International Journal Of Engineering And Computer Science  
We have been using mobiles and laptops for quite a long time, yet their security is poor. Any pattern or alpha-numeric lock can be forged by an un-authentic user.  ...  Our application guards the system using facial recognition  ...  Releated Work For face detection the framework used is Viola-Jones object detection framework and for face recognition the algorithm used was Linear Binary Patten Histogram (LBPH) algorithm.  ... 
doi:10.18535/ijecs/v7i4.04 fatcat:d6wmxujtzrdvnf7hkbmaau7b6a

CNN Based COVID-19 Prevention System

Deepalaxmi R Shenvi, Krishnananda Shet
2021 2021 International Conference on Artificial Intelligence and Smart Systems (ICAIS)  
for door opening and closing system.  ...  Therefore, it is very urgent to improve the recognition performance of the existing face recognition technology on the masked faces.  ...  Here Keras is used as an open-source library that provides a Python interface for artificial neural networks.  ... 
doi:10.1109/icais50930.2021.9396004 fatcat:hkezfwivfng2foakeb65obsuyy

Biometric Quality: Review and Application to Face Recognition with FaceQnet [article]

Javier Hernandez-Ortega, Javier Galbally, Julian Fierrez, Laurent Beslay
2021 arXiv   pre-print
FaceQnet is a novel open-source face quality assessment tool, inspired and powered by deep learning technology, which assigns a scalar quality measure to facial images, as prediction of their recognition  ...  This is the case of face recognition.  ...  Face Recognition [49] (SYSTEM Gt-3): An open-source state-of-the-art face recogniser built using the dlib library.  ... 
arXiv:2006.03298v3 fatcat:nyh43d4hwrdmdoeuyo4rlghojq

Efficient face recognition using convolutional neural networks

2016 International Journal of Latest Trends in Engineering and Technology  
For instance, acknowledgment of face pictures procured in an open air environment with changes in light or posture remains a great extent unsolved issue.  ...  Amari, Et.al [2] has proposed a new learning algorithm for blind source separation method helps learning the huge database In D. S.  ... 
doi:10.21172/1.81.059 fatcat:ldyfltuybjelfbbfi5ibtf3bhy

MLP-Hash: Protecting Face Templates via Hashing of Randomized Multi-Layer Perceptron [article]

Hatef Otroshi Shahreza, Vedrana Krivokuća Hahn, Sébastien Marcel
2022 arXiv   pre-print
Applications of face recognition systems for authentication purposes are growing rapidly.  ...  We provide an open-source implementation of all the experiments presented in this paper so that other researchers can verify our findings and build upon our work.  ...  For our experiments, we used the Bob 5 toolbox [17] , [18] . To implement the BioHashing algorithm, we used the open-source implementation of the BioHashing in Bob [19] , [20] .  ... 
arXiv:2204.11054v1 fatcat:2sll5zeqpnaope65ylftv5m2qy

Software Development Framework for Real-Time Face Detection and Recognition in Mobile Devices

Laxmisha Rai, Zhiyuan Wang, Amila Rodrigo, Zhaopeng Deng, Haiqing Liu
2020 International Journal of Interactive Mobile Technologies  
In this paper, we propose Android based software development framework for real-time face detection and recognition using OpenCV library, which is applicable in several mobile applications.  ...  With the rapid use of Android OS in mobile devices and related products, face recognition technology is an essential feature, so that mobile devices have a strong personal identity authentication.  ...  OpenCV library OpenCV is an open source library of image processing algorithms based on C or C++ programming.  ... 
doi:10.3991/ijim.v14i04.12077 fatcat:q4bevthyrfbpvlszzylq6mozwe

Face Detection and Recognition using Open CV Based on Fisher Faces Algorithm

2020 International journal of recent technology and engineering  
Facial Recognition represents the event of a system which may determine the person with the assistance of a face using Computer Vision (Open CV).  ...  For classification the options are fed to the trained system. The algorithms can determine the face image from the content and acknowledges it.  ...  Since 2002, face recognition can be performed reasonably effectively and dependably with Intel's open source structure called Open CV.  ... 
doi:10.35940/ijrte.e5753.018520 fatcat:h3yumgovtnc7tjggnp3h3lmgr4

Parallel Implementation of LBP Based Face Recognition on GPU Using OpenCL

C.Y.N. Dwith, G.N. Rathna
2012 2012 13th International Conference on Parallel and Distributed Computing, Applications and Technologies  
Face recognition is the biometric identification of human's face and matching the image against a library of known faces. The algorithm used to simulate the above is Eigen faces algorithm.  ...  OpenCL(Open Computing Language) is an open standard for general purpose parallel programming across CPUs, GPUs and other processors, is portable and provides efficient access to the power of these heterogeneous  ...  It involves the comparison of a perceived looking into their Webcamera.Neural networks were used pattern with stored representations of familiar faces. for earlier face recognition systems, but with Eigenface  ... 
doi:10.1109/pdcat.2012.107 dblp:conf/pdcat/DwithR12 fatcat:dom4ogjn4zbtrit763iup4w24q

Towards Unattended and Privacy Protected Border Control

Christoph Busch, Alexander Nouak, Xuebing Zhou, Michiel van der Veen, Farzin Deravi, Jean-Marc Suchier
2007 2007 Biometrics Symposium  
To assess the potential of three-dimensional face recognition, the 3D Face Integrated Project was initiated as part of the European Framework Program for collaborative research in April 2006.  ...  Biometric data have been integrated in all new European passports, since the member states of the European Union started to implement the EU Council Regulation No 2252/2004 on standards for security features  ...  Should the hopes for an enhanced recognition performance of 3D face recognition system become true the adoption of the updated ISO standard 19794-5 and a corresponding update of ICAO 9303 will allow for  ... 
doi:10.1109/bcc.2007.4430536 fatcat:e235rrfirrggnklxzabqpcfhoe

TNO instance search submission 2011

John G. M. Schavemaker, Pieter Eendebak, Mark van Staalduinen, Wessel Kraaij
2011 TREC Video Retrieval Evaluation  
Exhaustive keypoint search significantly outperforms bag-of-words. One can build an image-retrieval system using open-source components.  ...  The results of TNO run 3 show that face-recognition software can have a contribution to effectiveness for PERSON queries.  ...  Acknowledgements Part of the work described in this paper was supported by the Dutch national programme "Recognition of Digital Information and Fingerprinting".  ... 
dblp:conf/trecvid/SchavemakerESK11 fatcat:qiltbdzb5nbzzb2s52itwnpone

Face Recognition on Biometrics using Optimization Algorithms

K. Juliana GnanaSelvi, M. Hemalatha
2017 Indian Journal of Science and Technology  
Objectives: The vital goals of the face recognition research was for the use of optimization algorithms in an efficient biometric process.  ...  The algorithms are compared for biometrics on face recognition to implement a cost-effective and efficient continuous authentication system to substantially reduction the risk of fraud.  ...  Face Detection Module The face location module in this system is executed by an open source PC vision library, to be particular, Open CV.  ... 
doi:10.17485/ijst/2017/v10i13/109224 fatcat:u6jloln5o5aqpc6rmoifhunmki

Face recognition using viola-jones depending on python

Khansaa Dheyaa Ismael, Stanciu Irina
2020 Indonesian Journal of Electrical Engineering and Computer Science  
Face recognition is one of the most important applications using today for practical facial recognition, The proposed software system, depending on using OpenCV (Open Source Computer Vision) is a popular  ...  ()</p>Finally the proposed system provide entering to the building just for the authorized person according to face recognition algorithem.  ...  Imports OpenCV is a library in python [14] which is an open-source vision and machine learning software. The library includes a comprehensive set of robust algorithms.  ... 
doi:10.11591/ijeecs.v20.i3.pp1513-1521 fatcat:hpmsjtkmf5h5bpuhvlprj6cyu4

Morphable Face Models - An Open Framework [article]

Thomas Gerig, Andreas Morel-Forster, Clemens Blumer, Bernhard Egger, Marcel Lüthi, Sandro Schönborn, Thomas Vetter
2017 arXiv   pre-print
(ii) We release an open-source software framework for registration and model-building, demonstrated on the publicly available BU3D-FE database.  ...  In this paper, we present a novel open-source pipeline for face registration based on Gaussian processes as well as an application to face image analysis.  ...  The pipeline has been made available open source together with the publicly available face database to reach full reproducibility based on open data.  ... 
arXiv:1709.08398v2 fatcat:ytrwcjhlwngi7mwbbh6m3pvlti
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