Curtin University Homepage
  • Library
  • Help
    • Admin

    espace - Curtin’s institutional repository

    JavaScript is disabled for your browser. Some features of this site may not work without it.
    View Item 
    • espace Home
    • espace
    • Curtin Research Publications
    • View Item
    • espace Home
    • espace
    • Curtin Research Publications
    • View Item

    An ICA-based other-race effect elimination for facial expression recognition

    Access Status
    Fulltext not available
    Authors
    Xue, M.
    Duan, X.
    Liu, Wan-Quan
    Wang, Y.
    Date
    2018
    Type
    Conference Paper
    
    Metadata
    Show full item record
    Citation
    Xue, M. and Duan, X. and Liu, W. and Wang, Y. 2018. An ICA-based other-race effect elimination for facial expression recognition, pp. 367-376.
    Source Title
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
    DOI
    10.1007/978-3-319-97909-0_40
    ISBN
    9783319979083
    School
    School of Electrical Engineering, Computing and Mathematical Science (EECMS)
    URI
    http://hdl.handle.net/20.500.11937/71336
    Collection
    • Curtin Research Publications
    Abstract

    © Springer Nature Switzerland AG 2018. Other-race effect affects the performance of multi-race facial expression recognition significantly. Though this phenomenon has been noticed by psychologists and computer vision researchers for decades, few work has been done to eliminate this influence caused by other-race effect. This work proposes an ICA-based other-race effect elimination method for 3D facial expression recognition. Firstly, the local depth features are extracted from 3D face point clouds, and then independent component analysis is used to project the features into a subspace in which the feature components are mutually independent. Second, a mutual information based feature selection method is adopted to determine race-sensitive features. Finally, the features after race-sensitive information elimination are utilized to conduct facial expression recognition. The proposed method is evaluated on BU-3DFE database, and the results reveal that the proposed method is effective to other-race effect elimination and could improve the multi-race facial expression recognition performance.

    Related items

    Showing items related by title, author, creator and subject.

    • Facial race and sex cues have a comparable influence on emotion recognition in Chinese and Australian participants
      Craig, Belinda; Zhang, J.; Lipp, Ottmar (2017)
      The magnitude of the happy categorisation advantage, the faster recognition of happiness than negative expressions, is influenced by facial race and sex cues. Previous studies have investigated these relationships using ...
    • A computational other-race-effect analysis for 3D facial expression recognition
      Xue, M.; Duan, X.; Zhou, J.; Wang, C.; Wang, Y.; Li, Z.; Liu, Wan-Quan (2016)
      © Springer International Publishing AG 2016.This paper investigates the other-race-effects in automatic 3D facial expression recognition, giving the computational analysis of the recognition performance obtained from two ...
    • Face age and sex modulate the other-race effect in face recognition
      Wallis, J.; Lipp, Ottmar; Vanman, E. (2012)
      Faces convey a variety of socially relevant cues that have been shown to affect recognition, such as age, sex, and race, but few studies have examined the interactive effect of these cues. White participants of two distinct ...
    Advanced search

    Browse

    Communities & CollectionsIssue DateAuthorTitleSubjectDocument TypeThis CollectionIssue DateAuthorTitleSubjectDocument Type

    My Account

    Admin

    Statistics

    Most Popular ItemsStatistics by CountryMost Popular Authors

    Follow Curtin

    • 
    • 
    • 
    • 
    • 

    CRICOS Provider Code: 00301JABN: 99 143 842 569TEQSA: PRV12158

    Copyright | Disclaimer | Privacy statement | Accessibility

    Curtin would like to pay respect to the Aboriginal and Torres Strait Islander members of our community by acknowledging the traditional owners of the land on which the Perth campus is located, the Whadjuk people of the Nyungar Nation; and on our Kalgoorlie campus, the Wongutha people of the North-Eastern Goldfields.