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Gabor/PCA/SVM-Based Face Detection for Driver's Monitoring

Djamel Eddine Benrachou, Brahim Boulebtateche, Salah Bensaoula
2013 Journal of Automation and Control Engineering  
We propose an algorithm for pre-detection based on image processing and machine learning methods. A Gabor filter bank is used for facial features extraction.  ...  The dimensionality of the resulting feature space is further reduced by PCA technique and then follows a classification of Face/No Face classes using Support Vector Machine (SVM), for face detection.  ...  This paper investigates the ability of Gabor representation and Support Vector Machine for visual features extraction and captures the important information by discriminatory method for face detection  ... 
doi:10.12720/joace.1.2.115-118 fatcat:7crunhqxlrgk5cnfokkvbylqwq

Face Recognition using Discriminant Face Features Extraction method

2017 International Journal of Recent Trends in Engineering and Research  
The goal of a face detection algorithm is to identify the location and scale of all the faces in image.  ...  The task of face detection is so trivial for the human brain, yet it still remains a challenging and difficult problem to enable a computer to do face detection.  ...  Given an image, the goal of face detection algorithm is to detect the face and extract the Input Face 2. Detect Skin Color from input Face 3.  ... 
doi:10.23883/ijrter.2017.3061.shhl1 fatcat:72pikkpoyrfczepa3tuzoprdbu

2D Face Recognition System Based on Selected Gabor Filters and Linear Discriminant Analysis LDA [article]

Samir F. Hafez, Mazen M. Selim, Hala H. Zayed
2015 arXiv   pre-print
The method is based on 2D face image features using subset of non-correlated and Orthogonal Gabor Filters instead of using the whole Gabor Filter Bank, then compressing the output feature vector using  ...  The system has been tested using CASIA, ORL and Cropped YaleB 2D face images Databases and achieved average recognition rate of 98.9 %.  ...  From information-theoretic view-point, Okajima [19] . derived Gabor functions as solutions for a certain mutual-information maximization problem.  ... 
arXiv:1503.03741v1 fatcat:jbuiw7ml3rcgzplqpoqehoyqpi

Facial Expression Recognition Using SVM Classifier

Vasanth P.C., Nataraj K.R.
2015 Indonesian Journal of Electrical Engineering and Informatics (IJEEI)  
In this proposed algorithm initially detecting eye and mouth, features of eye and mouth are extracted using Gabor filter, (Local Binary Pattern) LBP and PCA is used to reduce the dimensions of the features  ...  First, in the bottom level, facial feature tracking, which usually detects and tracks prominent landmarks surrounding facial components (i.e., mouth, eyebrow, etc), captures the detailed face shape information  ...  K.R (Professor & HOD Dept. of ECE, SJBIT), who is always being a constant motivation and guiding factor throughout the project time in and out as well.  ... 
doi:10.11591/ijeei.v3i1.126 fatcat:kbl3p7rznbfi3jlebu5zgape64

Efficient Detection of Occlusion prior to Robust Face Recognition

Rui Min, Abdenour Hadid, Jean-Luc Dugelay
2014 The Scientific World Journal  
In this paper, we propose an efficient approach which consists of first analysing the presence of potential occlusion on a face and then conducting face recognition on the nonoccluded facial regions based  ...  The goal of this paper is to explore face recognition in the presence of partial occlusions, with emphasis on real-world scenarios (e.g., sunglasses and scarf).  ...  Conflict of Interests The authors declare that there is no conflict of interests regarding the publication of this paper.  ... 
doi:10.1155/2014/519158 pmid:24526902 pmcid:PMC3914590 fatcat:5ephfab2mnhytfsjhdxwyltvby

S-Log: Skin based Log-Gabor Approach for Face Detection in Video

Janthakal Rajeshwari, Kwadiki Karibasappa, Madigondanahalli Thimmaiah Gopalkrishna
2016 Journal of Multimedia Processing and Technologies  
Log-Gabor filter is used for feature extraction which is superior to Gabor filter as they can represent better frequency properties of the objects present in the video and SVM classifier is used for classifying  ...  The proposed method is tested on standard and our own collected video sequences, which shows good tolerance and is better than those of existing related algorithms.  ...  In this paper instead of the state-of-the-art method based on Gabor filters, the Log-Gabor function for skin based Face Detection is used.  ... 
dblp:journals/jmpt/JKT16 fatcat:qanafg7orjee7jklmbkpz6ag3m

3D face recognition based on normal map features using selected Gabor filters and linear discriminant analysis

Samir F. Hafez, Mazen M. Selim, Hala H. Zayed
2015 International Journal of Biometrics (IJBM)  
The method is based on 2D face image features using subset of non-correlated and Orthogonal Gabor Filters instead of using the whole Gabor Filter Bank, then compressing the output feature vector using  ...  The system has been tested using CASIA, ORL and Cropped YaleB 2D face images Databases and achieved average recognition rate of 98.9 %.  ...  From information-theoretic view-point, Okajima [19] . derived Gabor functions as solutions for a certain mutual-information maximization problem.  ... 
doi:10.1504/ijbm.2015.076138 fatcat:uzg2zuihfjebtmsryfjq3f6gfm

A New Face Recognition Technique using Gabor Wavelet Transform and Back Propagation Network

V. Balamurugan, Mukundan Srinivasan, Vijayanarayanan.A Vijayanarayanan.A
2012 International Journal of Computer Applications  
In this proposed approach, the features of the query face image and database face images have been extracted using Gabor transform and trained using BPN.  ...  The main objective of this proposed system is to develop an efficient face recognition system by improving the efficiency of the existing face recognition systems.  ...  The output faces are detected similar to the feature values of the query image. The query face input image has been given to Gabor transform and the three features are extracted.  ... 
doi:10.5120/7611-0655 fatcat:qjaji4bbzrg3ro3kawtmx5f5mi

Face Identification [chapter]

Leon Gu, Takeo Kanade, Dmitry O. Gorodnichy, Ming-Hsuan Yang, Massimo Tistarelli, Patrick Grother, Elham Tabassi, Shiguang Shan, Xilin Chen, Wen Gao, Ioannis Patras, Ioannis A. Kakadiaris (+75 others)
2009 Encyclopedia of Biometrics  
, particularly in the algorithms based on global approaches, the Gabor phase was never exploited, followed by a face recognition algorithm, based on the principal component Analysis approach and Support  ...  This paper proposes a novel facial feature extraction method named Gabor Wavelets, PCA and SVM, which integrates the distinctiveness of Gabor features although the Gabor representations were largely used  ...  Then when an input face image comes in, we perform face detection and feature extraction, and compare its feature to each face class stored in the database.  ... 
doi:10.1007/978-0-387-73003-5_2150 fatcat:fkiz7iqjdzhunp2gc5tdl35ape

A review on Gabor wavelets for face recognition

Linlin Shen, Li Bai
2006 Pattern Analysis and Applications  
This paper aims to give a detailed survey of state of the art 2D face recognition algorithms using Gabor wavelets for feature extraction.  ...  Due to the robustness of Gabor features against local distortions caused by variance of illumination, expression and pose, they have been successfully applied for face recognition.  ...  With no assumptions on locations and parameters of Gabor wavelet basis, an optimization algorithm able to select both the Gabor wavelet basis and jet locations for face representation is required.  ... 
doi:10.1007/s10044-006-0033-y fatcat:qd2d3ewe65gd3foxrzqvogofjy

Passive Multimodal 2-D+3-D Face Recognition Using Gabor Features and Landmark Distances

Sina Jahanbin, Hyohoon Choi, Alan C. Bovik
2011 IEEE Transactions on Information Forensics and Security  
Gabor coefficients are computed at automatically detected landmark locations and combined with powerful anthropometric features defined in the form of geodesic and Euclidean distances between pairs of  ...  Performance of the proposed algorithm is evaluated on a large public database of range and portrait image pairs and found to perform quite well.  ...  ACKNOWLEDGMENT The authors would like to thank Dr. K. Castleman for providing them with the Texas 3-D Face Recognition Database (T3FRD) of facial range and portrait images.  ... 
doi:10.1109/tifs.2011.2162585 fatcat:hypabdevebhydfsdgizegsk2be

A Face Recognition System Based on Local Feature Analysis [chapter]

Stefano Arca, Paola Campadelli, Raffaella Lanzarotti
2003 Lecture Notes in Computer Science  
The performances of the steerable Gaussian first derivatives basis filters are compared to the ones of the Gabor wavelet transform, showing similar results when images of faces in approximately the same  ...  The system is inspired by the elastic bunch graph method, but the fiducial point localization is completely different and does not require any operator intervention.  ...  The algorithm for the fiducial point extraction, tested on 500 images, detects the points with high accuracy (errors of 1 or 2 pixels are negligible).  ... 
doi:10.1007/3-540-44887-x_22 fatcat:x22pq5dccbdpdlkobjgz2bst3m

Efficient Head Pose Estimation with Gabor Wavelet Networks

V Krüger, G Sommer
2000 Procedings of the British Machine Vision Conference 2000  
In the second part of the paper we will present an approach for the estimation of a head pose that is based on the Gabor wavelet networks.  ...  Furthermore, the use of Gabor filters ensured that geometrical and textural object features are encoded.  ...  Acknowledgment The images used are derived from the Yale Face Database.  ... 
doi:10.5244/c.14.8 dblp:conf/bmvc/KrugerS00 fatcat:6oehruinlzhvpkhdga2zfk7qjq

The Research on the Multiple Kernel Learning-based Face Recognition in Pattern Matching

Shan Feng
2015 Open Automation and Control Systems Journal  
(CG) and SILP based on chunking algorithm (CA).  ...  Furthermore, the two SILP improved algorithms are applied to the actual problems of face recognition.  ...  region of the face and another Gabor-feature extraction algorithm based on the valid face area.  ... 
doi:10.2174/1874444301507011796 fatcat:rdmy4tvmo5bbhlzwtgxnru223u

Discovering the Best Feature Extraction and Selection Algorithms for Spontaneous Facial Expression Recognition

Ligang Zhang, Dian Tjondronegoro, Vinod Chandran
2012 2012 IEEE International Conference on Multimedia and Expo  
This paper addresses this issue by proposing a unified framework for a comparative study on the widely used texture (LBP, Gabor and SIFT) and geometric (FAP) features, using Adaboost, mRMR and SVM feature  ...  Our experiments on the Feedtum and NVIE databases demonstrate the benefits of fusing geometric and texture features, where SIFT+FAP shows the best performance, while mRMR outperforms Adaboost and SVM.  ...  COMPARISON FRAMEWORK Face and fiducial point detection For an input image, the face is detected using the widely used Viola-Jones detector.  ... 
doi:10.1109/icme.2012.97 dblp:conf/icmcs/ZhangTC12 fatcat:fbdcukepmreh3lx77n7aqadw5m
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