AN LBP-BASED MULTI-SCALE ILLUMINATION PREPROCESSING METHOD FOR FACE RECOGNITION

被引:1
|
作者
Jiang Guoxing Cheng Yanfang (Department of Electronics and Information Engineering
机构
关键词
Face recognition; Illumination preprocessing; Local Binary Pattern (LBP);
D O I
暂无
中图分类号
TP391.41 [];
学科分类号
080203 ;
摘要
It is one of the major challenges for face recognition to minimize the disadvantage of il- lumination variations of face images in different scenarios. Local Binary Pattern (LBP) has been proved to be successful for face recognition. However, it is still very rare to take LBP as an illumination preprocessing approach. In this paper, we propose a new LBP-based multi-scale illumination pre- processing method. This method mainly includes three aspects: threshold adjustment, multi-scale addition and symmetry restoration/neighborhood replacement. Our experiment results show that the proposed method performs better than the existing LBP-based methods at the point of illumination preprocessing. Moreover, compared with some face image preprocessing methods, such as histogram equalization, Gamma transformation, Retinex, and simplified LBP operator, our method can effectively improve the robustness for face recognition against illumination variation, and achieve higher recog- nition rate.
引用
收藏
页码:509 / 516
页数:8
相关论文
共 50 条
  • [1] Multi-Scale Preprocessing Model for Face Recognition
    Wu, Jiying
    Ruan, Qiuqi
    An, Gaoyun
    Jin, Yi
    ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 1545 - 1548
  • [2] Evaluation of LBP-based Face Recognition Techniques
    Faudzi, Siti Anis Amirah Mohd
    Yahya, Norashikin
    2014 5TH INTERNATIONAL CONFERENCE ON INTELLIGENT AND ADVANCED SYSTEMS (ICIAS 2014), 2014,
  • [3] A LBP-based face recognition method with hamming distance constraint
    Yang, Hong
    Wang, Yiding
    PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON IMAGE AND GRAPHICS, 2007, : 645 - +
  • [4] LBP-based multi-scale feature fusion enhanced dehazing networks
    Xinyu Zhang
    Ying Li
    Jinjiang Li
    Zhen Hua
    Multimedia Tools and Applications, 2024, 83 : 20083 - 20115
  • [5] A NOVEL LBP-BASED COLOR DESCRIPTOR FOR FACE RECOGNITION
    Lu, Ze
    Jiang, Xudong
    Kot, Alex
    2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 1857 - 1861
  • [6] LBP-based multi-scale feature fusion enhanced dehazing networks
    Zhang, Xinyu
    Li, Ying
    Li, Jinjiang
    Hua, Zhen
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (07) : 20083 - 20115
  • [7] LBP-based periocular recognition on challenging face datasets
    Gayathri Mahalingam
    Karl Ricanek
    EURASIP Journal on Image and Video Processing, 2013 (1)
  • [8] Face description and recognition using multi-scale LBP feature
    Wang, Wei
    Huang, Fei-Fei
    Li, Jian-Wei
    Feng, Hai-Liang
    Guangxue Jingmi Gongcheng/Optics and Precision Engineering, 2008, 16 (04): : 696 - 705
  • [9] Joint Encoding of Multi-scale LBP for Infrared Face Recognition
    Xie, Zhihua
    Wang, Zhengzi
    GENETIC AND EVOLUTIONARY COMPUTING, 2015, 329 : 269 - 276
  • [10] LBP-based periocular recognition on challenging face datasets
    Mahalingam, Gayathri
    Ricanek, Karl, Jr.
    EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2013,