Facial image processing for facial analysis

Moi Hoon Yap, Hassan Ugail, Reyer Zwiggelaar, Bashar Ahmad Al-Rjoub

Research output: Chapter in Book/Report/Conference proceedingConference Proceeding (Non-Journal item)

12 Citations (Scopus)

Abstract

This paper discusses a methodology for improved image processing for human facial analysis and tries to integrate results from the visible images with the corresponding thermal images. First, an enhanced face detection algorithm in color images is described. The performance of Haar Classifiers is known as a fast real-time face detection algorithm. However, it generates false detection. The suggested solution in previous research is to increase the training set. The proposed solution in this paper is to pre-process the color images by implementing color segmentation in Chrominance component and Hue component prior to face detection algorithm. Datasets from different resources are tested and the experimental results produced suggested that this approach increases the detection rate and reduces the false detection rate in some datasets, but not for all. The performances from these datasets are compared and the possible future implementation is discussed. Further, the detection is extended to eyes, nose, and mouth detection. The second contribution of this paper is to establish a link between the visible images and thermal image. The method of applying visible image information to locate the face features in thermal image is illustrated. Finally, some possible future implementation of the results of the facial analysis within the domain of security is discussed.
Original languageEnglish
Title of host publication44th Annual 2010 IEEE International Carnahan Conference on Security Technology
PublisherIEEE Press
Pages198-204
Number of pages7
ISBN (Electronic)978-1-4244-7402-8
ISBN (Print)978-1-4244-7403-5
DOIs
Publication statusPublished - 05 Oct 2010
Event2010 IEEE International Carnahan Conference on Security Technology - San Jose, United States of America
Duration: 05 Oct 201008 Oct 2010

Conference

Conference2010 IEEE International Carnahan Conference on Security Technology
Abbreviated titleICCST
Country/TerritoryUnited States of America
CitySan Jose
Period05 Oct 201008 Oct 2010

Keywords

  • face deletion
  • color segmentation
  • Haar Classifiers
  • facial analysis
  • image processing

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