감성 메쉬 기반의 완화 감성 매칭을 이용한 분위기 제안 프레임워크
Mood Suggestion Framework Using Emotional Relaxation Matching Based on Emotion Meshes
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초록
In this paper, we propose a framework that automatically suggests emotion using emotion analysis method based on facial expression change. We use Microsoft's Emotion API to calculate and analyze emotion values in facial expressions to recognize emotions that change over time. In this step, we use standard deviations based on peak analysis to measure and classify emotional changes. The difference between the classified emotion and the normal emotion is calculated, and the difference is used to recognize the emotion abnormality. We match user's emotions to relatively relaxed emotions using histograms and emotional meshes. As a result, we provide relaxed emotions to users through images. The proposed framework helps users to recognize emotional changes easily and to train their emotions through emotional relaxation.
Abstract
In this paper, we propose a framework that automatically suggests emotion using emotion analysis method based on facial expression change. We use Microsoft's Emotion API to calculate and analyze emotion values in facial expressions to recognize emotions that change over time. In this step, we use standard deviations based on peak analysis to measure and classify emotional changes. The difference between the classified emotion and the normal emotion is calculated, and the difference is used to recognize the emotion abnormality. We match user's emotions to relatively relaxed emotions using histograms and emotional meshes. As a result, we provide relaxed emotions to users through images. The proposed framework helps users to recognize emotional changes easily and to train their emotions through emotional relaxation.
참고문헌 (19)
- Reinhard, Erik, "Color transfer between images", IEEE Computer Graphics and Applications, pp.34~41 (2001)
- Greenfield, Gary R, "Image recoloring induced by palette color associations", Journal of WSCG, pp.189~196 (2003)
- Neumann, Laszlo, "Color style transfer techniques using hue, lightness and saturation histogram matching", Computational Aesthetics, pp.111~122 (2005)
- Plutchik, Robert, "Emotions: A general psychoevolu tionary theory", Journal of Approaches to Emotion, pp.197~219 (1984)
- Tomkins, Silvan S, "The role of facial response in the experience of emotion: A reply to Tourangeau and Ellsworth", Journal of American Psychological Association, pp.355~357 (1981)
- Ekman, Paul, "What the face reveals: Basic and applied studies of spontaneous expression using the Facial Action Coding System (FACS)" (2005)
- Ekman, Paul, "An argument for basic emotions", Journal of Cognition and Emotion, pp.169~200 (1992)
- Gur, Ruben C, "Facial emotion discrimination: II. Behavioral findings in depression", Journal of Psychiatry Research, pp.241~251 (1992)
- Morrison, Randall L, "Deficits in facial-affect recognition and schizophrenia", Journal of Schizophrenia Bulletin, pp.14:1~14:67 (1988)
- Bennett, Casey C, "Deriving minimal features for human-like facial expressions in robotic faces", International Journal of Social Robotics, pp.367~381 (2014)
- Russell, James A, "Is there universal recognition of emotion from facial expression? A review of the cross-cultural studies", Journal of Psychological Bulletin, pp.102~141 (1994)
- 주영훈, "Eigenface를 이용한 인간의 감정인식 시스템", 한국지능시스템학회 논문지, 11(3), pp.216~221 (2003), 한국지능시스템학회
- Pantic, Maja, "Case-based reasoning for user-profiled recognition of emotions from face images", IEEE International Conference on Multimedia and Expo, pp.391~394 (2004)
- Carpenter WT Jr, "Flexible system for the diagnosis of schizophrenia: report from the WHO International Pilot Study of Schizophrenia", Science, pp.1275~1278 (1973)
- Couture SM, "The functional significance of social cognition in schizophrenia: a review", Schizophr Bul, pp.32~44 (2006)
- Addington J, "Influence of social perception and social knowledge on cognitive and social functioning in early psychosis", Br J Psychiatry, pp.373~378 (2006)
- Bora E, "Social functioning, theory of mind and neurocognition in outpatients with schizophrenia; mental state decoding may be a better predictor of social functioning than mental state reasoning", Psychiatry Res, pp.95~103 (2006)
- Kucharska-Pietura K, "Perception of facial and vocal affect by people with schizophrenia in early and late stages of illness", Br J Psychiatry, pp.523~528 (2005)
- Hooker C, "You must be looking at me: the nature of gaze perception in schizophrenia patients", Cogn Neuropsychiatry, pp.327~345 (2005)