SMG: A Micro-gesture Dataset Towards Spontaneous Body Gestures for Emotional Stress State Analysis
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2023
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oai:localhost:PNK-82622023-04-25T02:25:45Z SMG: A Micro-gesture Dataset Towards Spontaneous Body Gestures for Emotional Stress State Analysis Haoyu, Chen Henglin, Shi Xin, Liu MGs SMG CC BY We explore using body gestures for hidden emotional state analysis. As an important non-verbal communicative fashion, human body gestures are capable of conveying emotional information during social communication. In previous works, efforts have been made mainly on facial expressions, speech, or expressive body gestures to interpret classical expressive emotions. Differently, we focus on a specific group of body gestures, called micro-gestures (MGs), used in the psychology research field to interpret inner human feelings. MGs are subtle and spontaneous body movements that are proven, together with micro-expressions, to be more reliable than normal facial expressions for conveying hidden emotional information. In this work, a comprehensive study of MGs is presented from the computer vision aspect, including a novel spontaneous micro-gesture (SMG) dataset with two emotional stress states and a comprehensive statistical analysis indicating the correlations between MGs and emotional states. 2023-04-25T02:25:45Z 2023-04-25T02:25:45Z 2023 Book https://link.springer.com/article/10.1007/s11263-023-01761-6 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8262 en application/pdf Springer |
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MGs SMG |
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MGs SMG Haoyu, Chen Henglin, Shi Xin, Liu SMG: A Micro-gesture Dataset Towards Spontaneous Body Gestures for Emotional Stress State Analysis |
description |
CC BY |
format |
Book |
author |
Haoyu, Chen Henglin, Shi Xin, Liu |
author_facet |
Haoyu, Chen Henglin, Shi Xin, Liu |
author_sort |
Haoyu, Chen |
title |
SMG: A Micro-gesture Dataset Towards Spontaneous Body Gestures for Emotional Stress State Analysis |
title_short |
SMG: A Micro-gesture Dataset Towards Spontaneous Body Gestures for Emotional Stress State Analysis |
title_full |
SMG: A Micro-gesture Dataset Towards Spontaneous Body Gestures for Emotional Stress State Analysis |
title_fullStr |
SMG: A Micro-gesture Dataset Towards Spontaneous Body Gestures for Emotional Stress State Analysis |
title_full_unstemmed |
SMG: A Micro-gesture Dataset Towards Spontaneous Body Gestures for Emotional Stress State Analysis |
title_sort |
smg: a micro-gesture dataset towards spontaneous body gestures for emotional stress state analysis |
publisher |
Springer |
publishDate |
2023 |
url |
https://link.springer.com/article/10.1007/s11263-023-01761-6 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8262 |
_version_ |
1764177435898675200 |
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8.891787 |