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Monogenic Binary Coding: An Efficient Local Feature Extraction Approach to Face Recognition

Meng Yang, Lei Zhang, Simon Chi-Keung Shiu, David Zhang
2012 IEEE Transactions on Information Forensics and Security  
Local feature based face recognition (FR) methods, such as Gabor features encoded by local binary pattern, could achieve state-of-the-art FR results in large-scale face databases such as FERET and FRGC  ...  In this paper, we propose a new and efficient local feature extraction scheme, namely monogenic binary coding (MBC), for face representation and recognition.  ...  In the procedures of local variation coding, the binary sequence generation and binary sequence to decimal value conversion are the common stages in most binary pattern coding methods, such as LBP [8]  ... 
doi:10.1109/tifs.2012.2217332 fatcat:czjtzazqmneqrkgombpmhvzcee

Robust Face Recognition with Structural Binary Gradient Patterns [article]

Weilin Huang, Hujun Yin
2015 arXiv   pre-print
This paper presents a computationally efficient yet powerful binary framework for robust facial representation based on image gradients. It is termed as structural binary gradient patterns (SBGP).  ...  Furthermore, the discrimination power of the SBGP can be enhanced on a set of defined orientational image gradient magnitudes, further enforcing locality and orientation.  ...  In [17] , the local gabor binary pattern histogram sequence (LGBPHS) was proposed by first running Gabor filters on face images and then building LBP histogram features on the resulted Gabor magnitude  ... 
arXiv:1506.00481v1 fatcat:wd3zqios2vefliyf7gfrmyq4za

Facial Expression Analysis under Partial Occlusion

Ligang Zhang, Brijesh Verma, Dian Tjondronegoro, Vinod Chandran
2018 ACM Computing Surveys  
Automatic expression recognition tolerant to partial occlusion remains less understood, particularly in real-world scenarios.  ...  Automatic machine-based Facial Expression Analysis (FEA) has made substantial progress in the past few decades driven by its importance for applications in psychology, security, health, entertainment and  ...  Liu et al. [2013] investigated a feature-level fusion of Local Gabor Binary Pattern (LGBP) maps from equally divided facial sub-regions.  ... 
doi:10.1145/3158369 fatcat:xmfmw7z275hb7e6dbazjqm5fui

Expression Recognition Using the Periocular Region: A Feasibility Study [article]

Fernando Alonso-Fernandez, Josef Bigun, Cristofer Englund
2018 arXiv   pre-print
It has the advantage of being available over a wide range of distances and under partial face occlusion, thus making it suitable for unconstrained or uncooperative scenarios.  ...  This paper investigates the feasibility of using the periocular region for expression recognition. Most works have tried to solve this by analyzing the whole face.  ...  Appearance based-methods employ texture information such as Local Binary Patterns (LBP) [11] or Scale Invariant Feature Transform (SIFT) features [12] .  ... 
arXiv:1810.09798v1 fatcat:ierbyx6w35ar7iwsvu24emjpcy

Facial makeup detection technique based on texture and shape analysis

Neslihan Kose, Ludovic Apvrille, Jean-Luc Dugelay
2015 2015 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (FG)  
Recent studies show that the performances of face recognition systems degrade in presence of makeup on face.  ...  In this paper, a facial makeup detector is proposed to further reduce the impact of makeup in face recognition.  ...  available facial makeup databases) (2) Local Gabor Binary Pattern (LGBP) technique is applied on 5 × 5 non-overlapping blocks and a feature histogram of 59000 features (59 × 40 × 25) is obtained.  ... 
doi:10.1109/fg.2015.7163104 dblp:conf/fgr/KoseAD15 fatcat:6nur7esq6ndxhbt7jufn5agd74

Face Recognition in Challenging Environments: An Experimental and Reproducible Research Survey [chapter]

Manuel Günther, Laurent El Shafey, Sébastien Marcel
2016 Face Recognition Across the Imaging Spectrum  
We provide an experimental study of one commercial of-the-shelf and four recent open-source face recognition algorithms, including color-based linear discriminant analysis, local Gabor binary pattern histogram  ...  sequences, Gabor grid graphs and inter-session variability modeling.  ...  Local Gabor Binary Pattern Histogram Sequences In the Local Gabor Binary Pattern Histogram Sequences (LGBPHS) [59] , three different approaches of face recognition are combined.  ... 
doi:10.1007/978-3-319-28501-6_11 fatcat:2r3ebb5mxvgipdnrv2ocvlkahm

Vision-based Human Gender Recognition: A Survey [article]

Choon Boon Ng, Yong Haur Tay, Bok Min Goi
2012 arXiv   pre-print
Based on the results, good performance have been achieved for datasets captured under controlled environments, but there is still much work that can be done to improve the robustness of gender recognition  ...  A review of approaches exploiting information from face and whole body (either from a still image or gait sequence) is presented.  ...  Other variants inspired by LBP have been proposed, such as Local Gabor Binary Mapping Pattern [46] [47] [48] , centralized Gabor gradient binary pattern [49] , Local Directional Pattern [50] and Interlaced  ... 
arXiv:1204.1611v1 fatcat:qoanqj7tkjfrjlf3blw3wh4p54

Fault Detection of Train Center Plate Bolts Loss Using Modified LBP and Optimization Algorithm

Zhang Hongjian, He Ping, Yang Xudong
2015 Open Automation and Control Systems Journal  
This paper presents a novel approach to fault detection of train center plate bolts loss based on Local Binary Patterns (LBP) and Gabor-GA optimization theory.  ...  Multi-channel Gabor wavelet with different scales and orientations is applied on the images to create new representations in the spatial domain.  ...  The Local Binary Patterns (LBP) histogram is used to extract features.  ... 
doi:10.2174/1874444301507011916 fatcat:hdgnoipqczapjfxfu6rsvv55fm

A Hybrid Model for Driver Emotion Detection Using Feature Fusion Approach

Suparshya Babu Sukhavasi, Susrutha Babu Sukhavasi, Khaled Elleithy, Ahmed El-Sayed, Abdelrahman Elleithy
2022 International Journal of Environmental Research and Public Health  
To determine the emotions, a fusion of Gabor and LBP features has been utilized to find the features and been classified using a support vector machine classifier combined with a convolutional neural network  ...  A novel hybrid network architecture using a deep neural network and support vector machine has been developed to predict between six and seven driver's emotions in different poses, occlusions, and illumination  ...  Acknowledgments: The authors acknowledge the University of Bridgeport for providing the necessary resources to carry this research conducted under the supervision of Khaled Elleithy.  ... 
doi:10.3390/ijerph19053085 pmid:35270777 pmcid:PMC8909976 fatcat:q2cddi2ja5hjna4vvysvy5h5we

Face Recognition: Issues, Methods and Alternative Applications [chapter]

Waldemar Wójcik, Konrad Gromaszek, Muhtar Junisbekov
2016 Face Recognition - Semisupervised Classification, Subspace Projection and Evaluation Methods  
Although systems have been developed for face detection and tracking, reliable face recognition still offers a great challenge to computer vision and pattern recognition researchers.  ...  In this chapter, we have discussed face recognition processing, including major components such as face detection, tracking, alignment and feature extraction, and it points out the technical challenges  ...  Many LBP variants are proposed to improve the original LBP such as histogram of Gabor phase patterns [21] and local Gabor binary pattern histogram sequence [22, 23] .  ... 
doi:10.5772/62950 fatcat:ucj2xyk2ovflfd74nouozqlrmy

A comparative study of thermal face recognition methods in unconstrained environments

Gabriel Hermosilla, Javier Ruiz-del-Solar, Rodrigo Verschae, Mauricio Correa
2012 Pattern Recognition  
Thus, in this study three local-matching methods based on histograms of Local Binary Pattern (LBP) features, on histograms of Weber Linear Descriptors (WLD), and on Gabor Jet Descriptors (GJD), as well  ...  as two global image-matching method based on Scale-Invariant Feature Transform (SIFT) Descriptors, and Speeded Up Robust Features (SURF) Descriptors, are analyzed.  ...  Acknowledgements This research was partially funded by the FONDECYT-Chile Grant 1090250 and by the Advanced Mining Technology Center.  ... 
doi:10.1016/j.patcog.2012.01.001 fatcat:lmlx4syrkjg5pi4ylitfoq6giu

An Analysis on Gender Classification and Age Estimation Approaches

Kanwal Deep, Preeti Rai
2017 International Journal of Computer Applications  
Facial age and gender from the face image of a person is one such significant demographic attribute.  ...  A comprehensive survey for facial feature extraction methods and face databases for gender and age estimation studied in the past couple of decades is mentioned.  ...  Gabor In the fields of computer vision, pattern recognition and image processing, gabor filter has large number of applications [55] . 2D Gabor filter is a selective filter in terms of frequency and orientation  ... 
doi:10.5120/ijca2017915085 fatcat:6mkoik2xkradthgvflb54fjb24

Face Recognition Systems: A Survey

Kortli, Jridi, Falou, Atri
2020 Sensors  
Various techniques are being developed including local, holistic, and hybrid approaches, which provide a face image description using only a few face image features or the whole facial features.  ...  One interesting feature mentioned in the paper is about the database used for face recognition.  ...  After that, the local Gabor binary pattern histogram sequence (LGBPHS) technique is employed to realize the recognition stage, which proposed to reduce the complexity caused by the Gabor filters.  ... 
doi:10.3390/s20020342 pmid:31936089 pmcid:PMC7013584 fatcat:6gcw35eoz5bl7aoeoofgiygany

Facial Emotion Recognition Using NLPCA and SVM

Chirra Reddy, Uyyala Reddy, Kolli Kishore
2019 Traitement du signal  
Global and local features of facial expression images were extracted using Haar Wavelet Transform (HWT) and Gabor wavelets respectively.  ...  Concatenated and weighted fusion techniques have been employed for fusing the global and local features.  ...  To recognize and classify facial expressions in video sequences, Kamarol et al. [15] proposed an approach based on appearance features.  ... 
doi:10.18280/ts.360102 fatcat:jqxbr7k2mnbzdepu52konhd35q

A Survey on Periocular Biometrics Research [article]

Fernando Alonso-Fernandez, Josef Bigun
2018 arXiv   pre-print
on the recognition accuracy.  ...  It is also available over a wide range of distances even when the iris texture cannot be reliably obtained (low resolution) or under partial face occlusion (close distances).  ...  -F. thanks the Swedish Research Council and the EU for for funding his research. Authors acknowledge the CAISR program of the Swedish Knowledge Foundation and the EU COST Action IC1106.  ... 
arXiv:1810.03360v1 fatcat:hyopg2dgivhhpdebgcreuvw7zq
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