EDRM-LBP: effective directional radial median local binary pattern for face recognition

被引:2
作者
Karanwal, Shekhar [1 ]
Diwakar, Manoj [1 ]
机构
[1] Graph Era Deemed Univ, Comp Sci & Engn Dept, Dehra Dun, Uttarakhand, India
关键词
local binary pattern; LBP; directional radial median local binary pattern; DRM-LBP; effective DRM-LBP; EDRM-LBP; feature extraction; feature compaction; classification; MODEL;
D O I
10.1504/IJES.2022.129804
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Recently a novel noise invariant descriptor directional radial median local binary pattern (DRM-LBP) is developed for two applications. In DRM-LBP, median filter is utilised in radial neighbourhood directions for thresholding rather than using raw pixels. Then mean of neighbourhoods median is used for comparison with neighbourhoods for generating DRM-LBP code. After careful evaluation three disadvantages found in DRM-LBP and these are usage of 7 x 7 patch, lack of using centre grey intensity and lack of making fruitful combination for median computation. Proposed work eliminates these demerits and presented novel descriptor effective DRM-LBP (EDRM-LBP) under noisy conditions. In EDRM-LBP, 9 x 9 patch is utilised and then radial neighbourhood pixels are incorporated with centre pixel to generate median value in all directions. In this way five values are utilised for median generation. The obtained median values are then thresholded with mean of those for making EDRM-LBP code. This concept proves very effective in noisy conditions.
引用
收藏
页码:475 / 492
页数:19
相关论文
共 59 条
  • [1] Directional local co-occurrence patterns based on Haar-like filters
    Agarwal, Megha
    Singhal, Amit
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (01) : 1109 - 1123
  • [2] A deep learning approach for person identification using ear biometrics
    Ahila Priyadharshini, Ramar
    Arivazhagan, Selvaraj
    Arun, Madakannu
    [J]. APPLIED INTELLIGENCE, 2021, 51 (04) : 2161 - 2172
  • [3] Deterministic multikernel extreme learning machine with fuzzy feature extraction for pattern classification
    Ahuja, Bhawna
    Vishwakarma, Virendra P.
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (21-23) : 32423 - 32447
  • [4] Modular transformation of embedded systems from firm-cores to soft-cores
    Ali, Ehsan
    Pora, Wanchalerm
    [J]. INTERNATIONAL JOURNAL OF EMBEDDED SYSTEMS, 2021, 14 (03) : 259 - 276
  • [5] Ear Biometric Recognition Using Gradient-Based Feature Descriptors
    Alshazly, Hammam A.
    Hassaballah, M.
    Ahmed, Mourad
    Ali, Abdelmgeid A.
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT SYSTEMS AND INFORMATICS 2018, 2019, 845 : 435 - 445
  • [6] Mean distance local binary pattern: a novel technique for color and texture image retrieval for liver ultrasound images
    Bedi, Anterpreet Kaur
    Sunkaria, Ramesh Kumar
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (14) : 20773 - 20802
  • [7] Virtual dictionary based kernel sparse representation for face recognition
    Fan, Zizhu
    Zhang, Da
    Wang, Xin
    Zhu, Qi
    Wang, Yuanfang
    [J]. PATTERN RECOGNITION, 2018, 76 : 1 - 13
  • [8] A linearly convergent algorithm for distributed principal component analysis
    Gang, Arpita
    Bajwa, Waheed U.
    [J]. SIGNAL PROCESSING, 2022, 193
  • [9] Face spoof detection using feature map superposition and CNN
    Gu, Fei
    Xia, Zhihua
    Fei, Jianwei
    Yuan, Chengsheng
    Zhang, Qiang
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2020, 22 (2-3) : 355 - 363
  • [10] Latent Discriminative Low-Rank Projection for Visual Dimension Reduction in Green Internet of Things
    Guo, Tan
    Yu, Keping
    Srivastava, Gautam
    Wei, Wei
    Guo, Lei
    Xiong, Neal N.
    [J]. IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING, 2021, 5 (02): : 737 - 749