Characteristics of Micro-Expressions Occurring During Confusion

Asking questions about unclear points in university lectures and exercises is desirable because it enhances the lecture out-comes; however, Japanese university students are noted for their low propensity to ask questions, often due to reasons such as em-barrassment. Leaving doubts unresolved could hinder the learners' growth. Therefore, it is speculated that if instructors can estimate when learners have doubts, they can potentially extend support, leading to problem resolution. In this study, the state of having doubts is defined as a state of confusion, and the aim is to estimate the state of confusion using micro-expressions, which are facial expressions that manifest even when attempts are made to suppress or conceal them. We constructed a dataset of micro-expressions observed during confusion. Furthermore, using existing micro-expression datasets, we evaluated this dataset based on its ability to discriminate confusion from other emotions.

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Published
2024-09-20
DOI
https://doi.org/10.1109/icmlc63072.2024.10935167
Primary Topic
Cell Image Analysis Techniques
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article
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article

Characteristics of Micro-Expressions Occurring During Confusion

Hironobu Takano, Kotmi Hata
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Cell Image Analysis Techniques
article

Characteristics of Micro-Expressions Occurring During Confusion

Hironobu Takano, Kotmi Hata
article en

Abstract

Asking questions about unclear points in university lectures and exercises is desirable because it enhances the lecture out-comes; however, Japanese university students are noted for their low propensity to ask questions, often due to reasons such as em-barrassment. Leaving doubts unresolved could hinder the learners' growth. Therefore, it is speculated that if instructors can estimate when learners have doubts, they can potentially extend support, leading to problem resolution. In this study, the state of having doubts is defined as a state of confusion, and the aim is to estimate the state of confusion using micro-expressions, which are facial expressions that manifest even when attempts are made to suppress or conceal them. We constructed a dataset of micro-expressions observed during confusion. Furthermore, using existing micro-expression datasets, we evaluated this dataset based on its ability to discriminate confusion from other emotions.

Toyama Prefectural University (JP)
Openalex Percentile: Top 83%
Cell Image Analysis Techniques
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Characteristics of Micro-Expressions Occurring During Confusion — Hironobu Takano, Kotmi Hata · (2024) | TGRS Research Map | TGRS