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Effective Emoticon Suggestion Technique Based on Active Emotional Input Using Facial Expressions and Heart Rate
Jesung Kim1, Mincheol Kang2, Bohun Seo3
1School of Computing, Korea Advanced Institute of Science and Technology (KAIST), 291, Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea.
This study introduces a new method for mobile systems to use emotions as input, combining facial and heart rate data for accurate emotion recognition. This enhances user experience through personalized mobile interactions.
Area of Science:
- Human-Computer Interaction
- Affective Computing
- Mobile Computing
Background:
- Computer-mediated communication lacks nonverbal cues, hindering accurate emotion interpretation.
- Mobile systems need enhanced methods for understanding user emotions.
Purpose of the Study:
- To propose and evaluate a novel approach for using emotions as active input in mobile systems.
- To accurately and comprehensively assess individual emotions for mobile system integration.
Main Methods:
- Combines psychological and neuroscientific principles.
- Integrates facial and heart rate information for emotion recognition.
- Utilizes mobile device front camera and heart rate sensor.
Main Results:
- Achieved 90% accuracy for induced emotional expression and 82% for intended emotional expression.
- User evaluation confirmed the technique's efficacy and feasibility.
- Demonstrated faster and more accurate emotional expression by users.
Conclusions:
- The proposed technique effectively recognizes prime emotions using multimodal sensor data.
- This approach has significant potential to improve user experience in mobile systems.
- Enables more personalized and dynamic interactions within mobile environments.
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