List of facial expression databases: Difference between revisions

Revision as of 17:29, 3 August 2018

Revision as of 05:32, 12 September 2018

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A '''facial expression database''' is a collection of images or video clips with [[facial expression]]s of a range of [[emotions]].

Well-annotated ([[emotion]]-tagged) media content of facial behavior is essential for training, testing, and validation of [[algorithm]]s for the development of [[Emotion recognition|expression recognition systems]]. The emotion annotation can be done in [[discrete emotion theory|discrete emotion]] labels or on a continuous scale. Most of the databases are usually based on the [[basic emotions]] theory (by&nbsp;[[Paul Ekman]] and [[Armindo Freitas-Magalhaes]]) which assumes the existence of six discrete basic emotions (anger, fear, disgust, surprise, joy, sadness). However, some databases include the emotion tagging in continuous arousal-valence scale. And some databases include the AU activations based on FACS <ref>Freitas-Magalhães, A. (2018). Facial Action Coding System 3.0: Manual of Scientific Codification of the Human Face (english edition). Porto: FEELab Science Books. {{ISBN|978-989-8766-89-2}}</ref>.

In posed expression databases, the participants are asked to display different basic emotional expressions, while in spontaneous expression database, the expressions are natural. Spontaneous expressions differ from posed ones remarkably in terms of intensity, configuration, and duration. Apart from this, synthesis of some AUs are barely achievable without undergoing the associated emotional state. Therefore, in most cases, the posed expressions are exaggerated, while the spontaneous ones are subtle and differ in appearance.