ABSTRACT
The Audio/Visual Mapping Personality Challenge and Workshop (MAPTRAITS) is a competition event that is organised to facilitate the development of signal processing and machine learning techniques for the automatic analysis of personality traits and social dimensions. MAPTRAITS includes two sub-challenges, the continuous space-time sub-challenge and the quantised space-time sub-challenge. The continuous sub-challenge evaluated how systems predict the variation of perceived personality traits and social dimensions in time, whereas the quantised challenge evaluated the ability of systems to predict the overall perceived traits and dimensions in shorter video clips. To analyse the effect of audio and visual modalities on personality perception, we compared systems under three different settings: visual-only, audio-only and audio-visual. With MAPTRAITS we aimed at improving the knowledge on the automatic analysis of personality traits and social dimensions by producing a benchmarking protocol and encouraging the participation of various research groups from different backgrounds.
- O. Celiktutan and H. Gunes. Continuous prediction of perceived traits and social dimension in space and time. In Proc. of IEEE Int. Conf. on Image Processing, Paris, France, 2014.Google ScholarCross Ref
- F. Eyben, F. Weninger, F. Gross, and B. Schuller. Recent developments in opensmile, the munich open-source multimedia feature extractor. In Proceedings of the 21st ACM international conference on Multimedia, pages 835--838. ACM, 2013. Google ScholarDigital Library
- G. McKeown, M. Valstar, R. Cowie, M. Pantic, and M. Schroder. The semaine database: Annotated multimodal records of emotionally colored conversations between a person and a limited agent. IEEE Trans. on Affective Computing, 3(1):5--17, 2012. Google ScholarDigital Library
- E. Sariyanidi, H. Gunes, M. Gökmen, and A. Cavallaro. Local Zernike moment representations for facial affect recognition. In Proc. of British Machine Vision Conf., 2013.Google ScholarCross Ref
- X. Xiong and F. De la Torre. Supervised descent method and its application to face alignment. In Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, 2013. Google ScholarDigital Library
Index Terms
- MAPTRAITS 2014 - The First Audio/Visual Mapping Personality Traits Challenge - An Introduction: Perceived Personality and Social Dimensions
Recommendations
MAPTRAITS 2014: The First Audio/Visual Mapping Personality Traits Challenge
MAPTRAITS '14: Proceedings of the 2014 Workshop on Mapping Personality Traits Challenge and WorkshopThe Audio/Visual Mapping Personality Challenge and Workshop (MAPTRAITS) is a competition event aimed at the comparison of signal processing and machine learning methods for automatic visual, vocal and/or audio-visual analysis of personality traits and ...
Influence of personality traits on users’ viewing behaviour
Different views on the role of personal factors in moderating individual viewing behaviour exist. This study examined the impact of personality traits on individual viewing behaviour of facial stimulus. A total of 96 students (46 males and 50 females, ...
The relationship between personality traits and susceptibility to social influence
AbstractResearch has shown that social influence can be leveraged as a persuasive strategy to elicit beneficial behaviors, especially if it is tailored to the target audience. However, research on the impact of personality traits on users' ...
Highlights- Users who are high in Neuroticism are more likely to be susceptible to Social Learning, Social Proof and Social Comparison.
Comments