Title :
The effect of color on expression of joy and sadness in virtual humans
Author :
De Melo, Celso M. ; Gratch, Jonathan
Author_Institution :
Inst. for Creative Technol., USC, Marina Del Rey, CA, USA
Abstract :
For centuries artists have been exploring color to express emotions. Following this insight, the paper describes an approach to learn how to use color to influence the perception of emotions in virtual humans. First, a model of lighting and filters inspired on the visual arts is integrated with a virtual human platform to manipulate color. Next, an evolutionary model, based on genetic algorithms, is created to evolve mappings between emotions and lighting and filter parameters. A first study is, then, conducted where subjects evolve mappings for joy and sadness without being aware of the evolutionary model. In a second study, the features which characterize the mappings are analyzed. Results show that virtual human images of joy tend to be brighter, more saturated and have more colors than images of sadness. The paper discusses the relevance of the results for the fields of expression of emotions and virtual humans.
Keywords :
behavioural sciences computing; emotion recognition; filtering theory; genetic algorithms; image colour analysis; virtual reality; color; emotion perception; evolutionary model; filter parameter; genetic algorithm; image expression; joy; sadness; virtual human; visual arts; Art; Cultural differences; Filters; Genetic algorithms; Humans; Layout; Marine technology; Mood; Painting; Physics;
Conference_Titel :
Affective Computing and Intelligent Interaction and Workshops, 2009. ACII 2009. 3rd International Conference on
Conference_Location :
Amsterdam
Print_ISBN :
978-1-4244-4800-5
Electronic_ISBN :
978-1-4244-4799-2
DOI :
10.1109/ACII.2009.5349585