Harnessing Haptic Technology for Real-Time Emotion Detection

被引:0
|
作者
Levy, Lital [1 ]
Blum, Yuval [1 ]
Ambaw, Asmare [1 ]
Yozevitch, Roi [2 ]
Holdengreber, Eldad [1 ]
机构
[1] Ariel Univ, Dept Mech Engn & Mechatron, IL-40700 Ariel, Israel
[2] Ariel Univ, Dept Comp & Software Engn, IL-40700 Ariel, Israel
关键词
Emotion recognition; Vibrations; Real-time systems; Haptic interfaces; Visualization; Accuracy; Motors; Face recognition; Speech recognition; Glass; Sensor systems; emotion recognition; facial expression recognition (FER); haptic feedback; machine learning (ML); sensory substitution; speech emotion recognition (SER);
D O I
10.1109/LSENS.2025.3538804
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This letter introduces a novel multi-modal environmental translator for real-time emotion recognition. The system integrates facial expression recognition (FER) and speech emotion recognition (SER) to analyze visual and vocal cues while conveying emotional feedback through vibrotactile signals. Emotions are mapped to distinct vibration frequencies-ranging from 0.4 Hz for neutral to 35 Hz for anger-enabling users to identify seven core emotions through tactile sensations intuitively. A user study involving ten participants demonstrated an average adaptation time of fewer than 7 min, indicating the system's effectiveness in quickly familiarizing users with the vibration signals. Overall, this innovative solution provides a robust approach to enhancing real-time emotion recognition through haptic feedback, making it suitable for everyday social interactions.
引用
收藏
页数:4
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