Local structure-based sparse representation for face recognition

F Liu, J Tang, Y Song, L Zhang, Z Tang - ACM Transactions on Intelligent …, 2015 - dl.acm.org
This article presents a simple yet effective face recognition method, called local structure-
based sparse representation classification (LS_SRC). Motivated by the “divide-and …

Local structure based sparse representation for face recognition with single sample per person

F Liu, J Tang, Y Song, X Xiang… - 2014 IEEE International …, 2014 - ieeexplore.ieee.org
In this paper, we propose local structure based sparse representation classification (LS
SRC) to solve single sample per person (SSPP) problem. By adopting the “divide-conquer …

Locality constrained joint dynamic sparse representation for local matching based face recognition

J Wang, Y Yi, W Zhou, Y Shi, M Qi, M Zhang, B Zhang… - PloS one, 2014 - journals.plos.org
Recently, Sparse Representation-based Classification (SRC) has attracted a lot of attention
for its applications to various tasks, especially in biometric techniques such as face …

Robust sparse representation based face recognition in an adaptive weighted spatial pyramid structure

X Ma, F Zhang, Y Li, J Feng - Science China Information Sciences, 2018 - Springer
The sparse representation based classification methods has achieved significant
performance in recent years. To fully exploit both the holistic and locality information of face …

Sparsity augmented discriminative sparse representation for face recognition

Z Liu, XJ Wu, Z Shu - Pattern Analysis and Applications, 2019 - Springer
Sparse representation-based classification (SRC) has acquired prominent capability in
fields of machine learning and pattern recognition. Collaborative representation-based …

Sample pair based sparse representation classification for face recognition

H Zhang, F Wang, Y Chen, W Zhang, K Wang… - Expert Systems with …, 2016 - Elsevier
Sparse representation classification, as one of the state-of-the-art classification methods,
has been widely studied and successfully applied in face recognition since it was proposed …

Face recognition using sparse representation-based classification on k-nearest subspace

JX Mi, JX Liu - PloS one, 2013 - journals.plos.org
The sparse representation-based classification (SRC) has been proven to be a robust face
recognition method. However, its computational complexity is very high due to solving a …

Robust face recognition via adaptive sparse representation

J Wang, C Lu, M Wang, P Li, S Yan… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
Sparse representation (or coding)-based classification (SRC) has gained great success in
face recognition in recent years. However, SRC emphasizes the sparsity too much and …

Classwise sparse and collaborative patch representation for face recognition

J Lai, X Jiang - IEEE Transactions on Image Processing, 2016 - ieeexplore.ieee.org
Sparse representation has shown its merits in solving some classification problems and
delivered some impressive results in face recognition. However, the unsupervised …

Fast single sample face recognition based on sparse representation classification

MJ Ye, CH Hu, LG Wan, GH Lei - Multimedia Tools and Applications, 2021 - Springer
The extended sparse representation classification (ESRC) is one of the benchmark
classification algorithms in the field of single sample face recognition (SSFR). However …