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November 27, 20022,228 citationsOpen Access

Coding facial expressions with Gabor wavelets

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MLMichael J. LyonsSAShigeru AkamatsuMKMiyuki Kamachi

Key Points

  • This research aims to develop a method for coding facial expressions from images using Gabor filters.
  • Utilized a multi-orientation multi-resolution set of Gabor filters for facial image processing.
  • Compared the Gabor-derived similarity space with human observers' semantic ratings of the images.
  • Constructed a facial expression classifier using Gabor coding as input.
  • The Gabor representation exhibited significant psychological plausibility, enhancing its application in human-computer interactions.

Abstract

A method for extracting information about facial expressions from images is presented. Facial expression images are coded using a multi-orientation multi-resolution set of Gabor filters which are topographically ordered and aligned approximately with the face. The similarity space derived from this representation is compared with one derived from semantic ratings of the images by human observers. The results show that it is possible to construct a facial expression classifier with Gabor coding of the facial images as the input stage. The Gabor representation shows a significant degree of psychological plausibility, a design feature which may be important for human-computer interfaces.

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Cite This Study

Lyons et al. (2002) studied this question.

synapsesocial.com/papers/6a08fbada2bc65e38873b041https://doi.org/10.1109/afgr.1998.670949
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