在识别阴影和纹理时,使用面部识别来评估人类的情感

Chia-Yin Yu, Chih-Hsiang Ko
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引用次数: 3

摘要

使用阴影和纹理可以为图像添加细节,并提供整体表面质量。当设计师试图增强观众对图形的印象时,这是基于对他们情感的理解。事实上,面部表情被认为是理解人类情绪反应的有效工具。我们进行了基于面部表情的情绪识别实验,以了解两组样本图像的情绪反应:(1)无阴影和(2)有阴影和纹理。使用面部表情自动识别软件FaceReader来测量参与者的情绪,并由焦点小组使用Kawakita Jiro方法对样本图像进行分类。情绪数据导入SPSS,进行t检验。结果显示,参与者对中性、快乐、愤怒和厌恶的情绪反应存在一些差异。验证了两组样本图像之间的情绪差异以及应用表情识别理解情绪的可行性;也就是说,生理信号反映了人们的感受,并与人们的言语表征相对应。本研究可以指导设计师通过设计元素来反映消费者的兴趣,从而与观众建立情感联系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
THE USE OF FACIAL RECOGNITION TO EVALUATE HUMAN EMOTION WHEN RECOGNIZING SHADING AND TEXTURE
The use of shading and texture can add details to an image and provide an overall surface quality. When designers attempt to enhance viewers’ impressions of graphics, it is based on an understanding of their emotions. Indeed, facial expressions are considered effective tools for understanding human emotional reactions. We conducted an emotion recognition experiment based on facial expressions to understand the emotional responses to two sets of sample images: (1) without, and (2) with shading and texture. FaceReader, an automatic facial expression recognition software program, was used to measure participants’ emotions, and the sample images were categorized by a focus group using the Kawakita Jiro method. The emotion data were imported into SPSS, and a t-test was performed. The results revealed some differences in the participants’ emotional responses for neutral, happiness, anger, and disgust. Emotional differences between two sets of the sample images and the feasibility of applying facial expression recognition to understand emotions were confirmed; i.e., physiological signals reflect feelings and correspond to people’s verbal representations. This study can guide designers in establishing emotional connections with viewers by using design elements to reflect consumer interests.
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