Face recognition in unconstrained environment with CNN

H Ben Fredj, S Bouguezzi, C Souani - The Visual Computer, 2021 - Springer
In recent years, convolutional neural networks have proven to be a highly efficient approach
for face recognition. In this paper, we develop such a framework to learn a robust face …

Class mean‐weighted discriminative collaborative representation for classification

J Gou, J Song, L Du, S Zeng, Y Zhan… - International Journal of …, 2021 - Wiley Online Library
Abstract Representation‐based classification (RBC) has been attracting a great deal of
attention in pattern recognition. As a typical extension to RBC, collaborative representation …

Two-stage fusion of local binary pattern and discrete cosine transform for infrared and visible face recognition

Z Xie, L Shi, Y Li - Emerging Trends in Intelligent and Interactive Systems …, 2021 - Springer
Combination the corresponding advantage of infrared and visible images, the fusion of
visible-light and near-infrared features is becoming one of the key research directions of …

Infrared faces image recognition using local binary pattern

HI Saleh - Arab Journal of Nuclear Sciences and Applications, 2021 - journals.ekb.eg
Face recognition has a broad range of uses for business and law enforcement, such as
access control, security monitoring, and video surveillance. This paper proposes an effective …

Challenges in sparse image reconstruction

S Shashi Kiran, KV Suresh - International Journal of Image and …, 2021 - World Scientific
Handling huge amount of data from different sources more so in the images is the latest
challenge. One of the solutions to this is sparse representation. The idea of sparsity has …

A hybrid approach combining CUR matrix decomposition and weighted kernel sparse representation for plant leaf recognition

K Pankaja, V Suma - International Journal of Computers and …, 2021 - Taylor & Francis
Plant species recognition is one of the important and difficult research areas. Many existing
plant recognition and classification methods cannot meet the requirements of the automatic …

Novel sparse representation classification with a closed-form solution

SJ Yin, JX Mi, ZK Lin - 2021 5th Asian Conference on Artificial …, 2021 - ieeexplore.ieee.org
Many face recognition approaches are based on collaborative representation (CR). CR
based method represents a test sample using training samples of all classes. To produce a …