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    Efficacy of Biophysiological Measurements at FTFPs for Facial Expression Classification: A Validation

    171271_171271.pdf (740.8Kb)
    Access Status
    Open access
    Authors
    Khan, Masood Mehmood
    Oz, Ihsan
    Date
    2012
    Type
    Conference Paper
    
    Metadata
    Show full item record
    Citation
    Khan, Masood Mehmood and A. Oz, Ihsan. 2012. Efficacy of Biophysiological Measurements at FTFPs for Facial Expression Classification: A Validation, in Yuan-Ting Zhang (ed), IEEE-EMBS 2012-BHI, International Conference on Biomedical and Health Informatics, Jan 5 2012, pp. 108-111. Shenzhen, China: IEEE Engineering in Medicine and Biology Society
    Source Title
    Proceedings of IEEE-EMBS 2012-BHI, International Conference on Biomedical and Health Informatics
    Source Conference
    IEEE-EMBS 2012-BHI, International Conference on Biomedical and Health Informatics
    ISBN
    9781457721779
    School
    Department of Mechanical Engineering
    Remarks

    © 2012 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

    URI
    http://hdl.handle.net/20.500.11937/37262
    Collection
    • Curtin Research Publications
    Abstract

    Recent works suggest that thermal intensity values (TIVs) measured around the facial thermal feature points (FTFPs) can help in distinguishing between the facial expression of affective states. This work investigates if the average pixel grey-levels, instead of TIVs, measured in sub-image masks around the FTFPs allow classifying facial expressions. Thermal infrared images from the IEEE OTCBVS database were used to distinguish between facial expressions. The pixel grey-levels measured in sub-image masks were used to measure, for each individual, the Euclidean distance between images of different facial expressions. Linear discriminant analysis was performed to obtain hyper-planes for separating the clusters of sample images. Significant pixel grey-level differences were observed at FTFPs between three facial expressions; neutral, happy, and angry. More than 96 of the original images in a three-expression Gaussian mixture model were separable and clustered around distant centroids in a discriminant space.

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