articleJun 1, 2010Closed access

The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression

University of Pittsburgh · Carnegie Mellon University · +1 more institution

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Abstract

In 2000, the Cohn-Kanade (CK) database was released for the purpose of promoting research into automatically detecting individual facial expressions. Since then, the CK database has become one of the most widely used test-beds for algorithm development and evaluation. During this period, three limitations have become apparent: 1) While AU codes are well validated, emotion labels are not, as they refer to what was requested rather than what was actually performed, 2) The lack of a common performance metric against which to evaluate new algorithms, and 3) Standard protocols for common databases have not emerged. As a consequence, the CK database has been used for both AU and emotion detection (even though labels…

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Topics & keywords

Keywords
  • Support vector machine
  • Computer science
  • Metadata
  • Artificial intelligence
  • Classifier (UML)
  • Benchmark (surveying)
  • Pattern recognition (psychology)
  • Facial expression
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