Joint Encoding of Multi-scale LBP for Infrared Face Recognition

被引：3
|
作者：
Xie, Zhihua [1 ]
Wang, Zhengzi [1 ]
机构：
[1] Jiangxi Sci & Technol Normal Univ, Key Lab Opt Elect & Commun, Nanchang, Jiangxi, Peoples R China
来源：
GENETIC AND EVOLUTIONARY COMPUTING | 2015年 / 329卷
关键词：
Local Binary Pattern; infrared face recognition; multi-scale; joint encoding; co-occurrence matrix; PATTERNS;
D O I：
10.1007/978-3-319-12286-1_27
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Due to low resolutions of infrared face image, the local feature extraction is more appreciated for infrared face feature extraction. In the current LBP (local binary pattern) feature extraction on infrared face recognition, single scale is encoded, which consider limited local discriminative information. A new infrared face recognition method based on joint encoding of multi-scale LBP (JEMLBP) is proposed in this paper. To consider correlation in different micro-structures, co-occurrence matrix of multi-scale LBP codes is used to represent the infrared face. The experimental results show the recognition rates of infrared face recognition method based on JEMLBP can reach 91.2% under variable ambient temperatures, outperforms that of the classic method based on single scale LBP histogram.
引用
收藏
页码：269 / 276
页数：8
相关论文
共 50 条
  • [21] Multi-scale Block Weber Local Descriptor for Face Recognition
    Pu, Weilan
    Zhang, XiaoHong
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ADVANCES IN MECHANICAL ENGINEERING AND INDUSTRIAL INFORMATICS, 2015, 15 : 1576 - 1580
  • [22] Face recognition based on multi-scale local directional value
    Xiaosheng Wu
    Junding Sun
    Multimedia Tools and Applications, 2020, 79 : 2409 - 2425
  • [23] Infrared face recognition based on co-occurrence histogram of multi-scale local binary patterns
    Xie, Zhihua
    Liu, Guodong
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2015, 44 (01): : 391 - 397
  • [24] Infrared Image Multi-Scale Recognition Based on Gabor Wavelet
    Wang, Hongbo
    Sheng, Guocheng
    ADVANCED MECHANICAL ENGINEERING, PTS 1 AND 2, 2010, 26-28 : 1163 - 1167
  • [25] MDJ: A multi-scale difference joint keyframe extraction algorithm for infrared surveillance video action recognition
    Feng, Zhiqiang
    Wang, Xiaogang
    Zhou, Jiayi
    Du, Xin
    DIGITAL SIGNAL PROCESSING, 2024, 148
  • [26] Infrared Face Recognition based on Personalized Features Selection of LBP
    Xie, Zhihua
    Wang, Zhengzi
    2015 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS IHMSC 2015, VOL II, 2015,
  • [27] Robust degraded face recognition based on multi-scale competition and novel face representation
    1600, Science and Engineering Research Support Society, 20 Virginia Court, Sandy Bay, Tasmania, Australia (06):
  • [28] Video face recognition through multi-scale and optimization of margin distributions
    Gou, Gaopeng
    Li, Zhen
    Xiong, Gang
    Guan, Yangyang
    Shi, Junzheng
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE (ICCS 2017), 2017, 108 : 2458 - 2462
  • [29] Good match exploration for thermal infrared face recognition based on YWF-SIFT with multi-scale fusion
    Bai, Junfeng
    Ma, Yong
    Li, Jing
    Li, Hao
    Fang, Yu
    Wang, Rui
    Wang, Hongyuan
    INFRARED PHYSICS & TECHNOLOGY, 2014, 67 : 91 - 97
  • [30] Feature reduction of multi-scale LBP for texture classification
    Hu, Ran
    Qi, Wenfa
    Guo, Zongming
    2015 INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING (IIH-MSP), 2015, : 397 - 400
12345