TY - JOUR
T1 - Emotion-Specific Facial Activation Maps Based on Infrared Thermal Image Sequences
AU - Jian, Bo Lin
AU - Chen, Chieh Li
AU - Huang, Min Wei
AU - Yau, Her Terng
N1 - Funding Information:
This work was supported by the National Science Council of the Republic of China, Taiwan, under Contract MOST 107-2218-E-167-001.
Publisher Copyright:
© 2013 IEEE.
PY - 2019
Y1 - 2019
N2 - Research on emotion recognition has recently started to gain increased attention. Inner emotions or thought activity can be determined by analyzing facial expression, behavioral responses, audio, and physiological signals. Facial expression is now recognized as an important form of non-verbal interaction. In this paper, emotion-specific activation maps were constructed to establish infrared thermal facial image sequences as an alternative approach to the determination of the correlation between emotional triggers and changes in facial temperature. During the testing process, data stored in the International Affective Picture System were used to create emotional clips that triggered three different types of emotion in the subjects, and their infrared thermal facial image sequences were simultaneously recorded. For processing, an image calibration protocol was first employed to reduce the variance produced by irregular micro-shifts in the faces of the subjects, followed by independent component analysis and statistical analysis protocols to create the facial emotional activation maps. The test results showed that the problem of selecting local regions when analyzing frame temperature had been resolved. The emotion-specific facial activation maps provide visualized results that facilitate the observation and understanding of information.
AB - Research on emotion recognition has recently started to gain increased attention. Inner emotions or thought activity can be determined by analyzing facial expression, behavioral responses, audio, and physiological signals. Facial expression is now recognized as an important form of non-verbal interaction. In this paper, emotion-specific activation maps were constructed to establish infrared thermal facial image sequences as an alternative approach to the determination of the correlation between emotional triggers and changes in facial temperature. During the testing process, data stored in the International Affective Picture System were used to create emotional clips that triggered three different types of emotion in the subjects, and their infrared thermal facial image sequences were simultaneously recorded. For processing, an image calibration protocol was first employed to reduce the variance produced by irregular micro-shifts in the faces of the subjects, followed by independent component analysis and statistical analysis protocols to create the facial emotional activation maps. The test results showed that the problem of selecting local regions when analyzing frame temperature had been resolved. The emotion-specific facial activation maps provide visualized results that facilitate the observation and understanding of information.
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U2 - 10.1109/ACCESS.2019.2908819
DO - 10.1109/ACCESS.2019.2908819
M3 - Article
AN - SCOPUS:85065192902
SN - 2169-3536
VL - 7
SP - 48046
EP - 48052
JO - IEEE Access
JF - IEEE Access
M1 - 8679994
ER -