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 language | English |
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Title of host publication | 44th Annual 2010 IEEE International Carnahan Conference on Security Technology |
Publisher | IEEE Press |
Pages | 198-204 |
Number of pages | 7 |
ISBN (Electronic) | 978-1-4244-7402-8 |
ISBN (Print) | 978-1-4244-7403-5 |
DOIs | |
Publication status | Published - 05 Oct 2010 |
Event | 2010 IEEE International Carnahan Conference on Security Technology - San Jose, United States of America Duration: 05 Oct 2010 → 08 Oct 2010 |
Conference
Conference | 2010 IEEE International Carnahan Conference on Security Technology |
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Abbreviated title | ICCST |
Country/Territory | United States of America |
City | San Jose |
Period | 05 Oct 2010 → 08 Oct 2010 |
Keywords
- face deletion
- color segmentation
- Haar Classifiers
- facial analysis
- image processing