Facial Expression Recognition with Local Gabor Filters

被引：0
|
作者：
Li, Xiaoli [1 ]
Ruan, Qiuqi [1 ]
Ruan, Chengxiong [1 ]
机构：
[1] Beijing Jiao Tong Univ, Inst Informat Sci, Beijing 100044, Peoples R China
来源：
2010 IEEE 10TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS (ICSP2010), VOLS I-III | 2010年
关键词：
local Gabor filters; corresponding scales analysis; facial expression recognition; FACE RECOGNITION; CLASSIFICATION;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
This paper investigates the local Gabor filters for facial expression recognition. The local Gabor filters can not only reduce the memory requirement but also lower the time of extracting Gabor features. By contracting among the recognition rates using different local Gabor filters, we can get that not each of the Gabor filters which choose different scales can provide the same power for facial expression recognition. The local Gabor filters choosing lower scales always provide higher power than the ones choosing higher scales does. The quantitative results clearly suggest that the proposed approach produces encouraging results and opens, a promising direction for speeding facial expression recognition.
引用
收藏
页码：1013 / 1016
页数：4
相关论文
共 50 条
  • [21] FACE RECOGNITION USING LOCAL QUANTIZED PATTERNS AND GABOR FILTERS
    Khryashchev, V.
    Priorov, A.
    Stepanova, O.
    Nikitin, A.
    PHOTOGRAMMETRIC TECHNIQUES FOR VIDEO SURVEILLANCE, BIOMETRICS AND BIOMEDICINE, 2015, 40-5 (W6): : 59 - 63
  • [22] Local Gabor Binary Patterns from Three Orthogonal Planes for Automatic Facial Expression Recognition
    Almaev, Timur R.
    Valstar, Michel F.
    2013 HUMAINE ASSOCIATION CONFERENCE ON AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION (ACII), 2013, : 356 - 361
  • [23] An Enhanced Facial Expression Recognition Model Using Local Feature Fusion of Gabor Wavelets and Local Directionality Patterns
    Bellamkonda, Sivaiah
    Gopalan, N. P.
    INTERNATIONAL JOURNAL OF AMBIENT COMPUTING AND INTELLIGENCE, 2020, 11 (01) : 48 - 70
  • [24] Facial Expression Recognition Using Multi Radial Bases Function Networks and 2-D Gabor Filters
    Saabni, Raid
    2015 FIFTH INTERNATIONAL CONFERENCE ON DIGITAL INFORMATION PROCESSING AND COMMUNICATIONS (ICDIPC), 2015, : 225 - 230
  • [25] Random Gabor based templates for facial expression recognition in images with facial occlusion
    Zhang, Ligang
    Tjondronegoro, Dian
    Chandran, Vinod
    NEUROCOMPUTING, 2014, 145 : 451 - 464
  • [26] Fast Facial emotion recognition Using Convolutional Neural Networks and Gabor Filters
    Zadeh, Milad Mohammad Taghi
    Imani, Maryam
    Majidi, Babak
    2019 IEEE 5TH CONFERENCE ON KNOWLEDGE BASED ENGINEERING AND INNOVATION (KBEI 2019), 2019, : 577 - 581
  • [27] Unconstrained Facial Expression Recogniton Based on Cascade Decision and Gabor Filters
    Wu, Yanhong
    Zhang, Lijie
    Chen, Guannan
    Michelini, Pablo Navarrete
    2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2021, : 3336 - 3341
  • [28] Micro-Expression Recognition Based on Spatiotemporal Gabor Filters
    Lin, Chenhan
    Long, Fei
    Huang, JianMing
    Li, Jun
    2018 8TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST 2018), 2018, : 487 - 491
  • [29] An Application Study on Facial Expression Recognition based on Gabor Wavelets
    Bai, Xiao-Bo
    Ou, Jun
    Wu, Qing-Xiu
    Chen, Yi-Zhuo
    2009 INTERNATIONAL SYMPOSIUM ON COMPUTER NETWORK AND MULTIMEDIA TECHNOLOGY (CNMT 2009), VOLUMES 1 AND 2, 2009, : 899 - 902
  • [30] Facial expression recognition based on fusion of multiple Gabor features
    Liu, WeiFeng
    Wang, ZengFu
    18TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, PROCEEDINGS, 2006, : 536 - +
12345