Face recognition based on the fusion of global and local HOG features of face images

H Tan, B Yang, Z Ma - IET computer vision, 2014 - Wiley Online Library
Histogram of oriented gradients (HOG) descriptor was initially applied to human detection
and achieved great success. In recent years, HOG descriptor has also been applied to face …

Face recognition using histograms of oriented gradients

O Déniz, G Bueno, J Salido, F De la Torre - Pattern recognition letters, 2011 - Elsevier
Face recognition has been a long standing problem in computer vision. Recently,
Histograms of Oriented Gradients (HOGs) have proven to be an effective descriptor for …

Fully automatic face recognition framework based on local and global features

C Geng, X Jiang - Machine vision and applications, 2013 - Springer
Face recognition algorithms can be divided into two categories: holistic and local feature-
based approaches. Holistic methods are very popular in recent years due to their good …

Local Gabor dominant direction pattern for face recognition

J Liu, X Jing, S Sun, Z Lian - Chinese Journal of Electronics, 2015 - Wiley Online Library
We propose a novel face image representation–Local gab or dominant direction pattern
(LGDDP) for face recognition. The face image is convolved with the Gabor filters, resulting in …

A new Global-Gabor-Zernike feature descriptor and its application to face recognition

A Fathi, P Alirezazadeh… - Journal of Visual …, 2016 - Elsevier
Face recognition is an important subject in computer vision and authentication systems.
Feature extraction is one of the main steps in the face recognition systems, which greatly …

An improvement to linear regression classification for face recognition

Y Peng, J Ke, S Liu, J Li, T Lei - International Journal of Machine Learning …, 2019 - Springer
Linear regression classification (LRC) has attracted a great amount of attention owning to its
promising performance in face recognition. However, its performance will dramatically …

Effective and fast face recognition system using complementary OC-LBP and HOG feature descriptors with SVM classifier

G Singh, I Chhabra - Journal of Information Technology Research …, 2018 - igi-global.com
Selection and implementation of a face descriptor that is both discriminative and
computationally efficient is crucial. Local Binary Patterns (LBP) and Histogram of Oriented …

Fast and efficient face recognition system using random forest and histograms of oriented gradients

AI Salhi, M Kardouchi, N Belacel - 2012 BIOSIG-Proceedings of …, 2012 - ieeexplore.ieee.org
The efficient face recognition systems are those which are able to achieve higher
recognition rate with lower computational cost. To develop such systems both feature …

Face recognition using local and global features

J Huang, PC Yuen, JH Lai, C Li - EURASIP Journal on Advances in Signal …, 2004 - Springer
The combining classifier approach has proved to be a proper way for improving recognition
performance in the last two decades. This paper proposes to combine local and global facial …

Face recognition using composite features based on discriminant analysis

SI Choi, SS Lee, ST Choi, WY Shin - IEEE Access, 2018 - ieeexplore.ieee.org
Extracting holistic features from the whole face and extracting the local features from the sub-
image have pros and cons depending on the conditions. In order to effectively utilize the …