Department of Electrical and Computer Engineering, and Center for Cognitive and Brain Sciences, The Ohio State University, Columbus, OH 43210.
Proc Natl Acad Sci U S A. 2014 Apr 15;111(15):E1454-62. doi: 10.1073/pnas.1322355111. Epub 2014 Mar 31.
Understanding the different categories of facial expressions of emotion regularly used by us is essential to gain insights into human cognition and affect as well as for the design of computational models and perceptual interfaces. Past research on facial expressions of emotion has focused on the study of six basic categories--happiness, surprise, anger, sadness, fear, and disgust. However, many more facial expressions of emotion exist and are used regularly by humans. This paper describes an important group of expressions, which we call compound emotion categories. Compound emotions are those that can be constructed by combining basic component categories to create new ones. For instance, happily surprised and angrily surprised are two distinct compound emotion categories. The present work defines 21 distinct emotion categories. Sample images of their facial expressions were collected from 230 human subjects. A Facial Action Coding System analysis shows the production of these 21 categories is different but consistent with the subordinate categories they represent (e.g., a happily surprised expression combines muscle movements observed in happiness and surprised). We show that these differences are sufficient to distinguish between the 21 defined categories. We then use a computational model of face perception to demonstrate that most of these categories are also visually discriminable from one another.
了解我们经常使用的不同类别的面部表情对于深入了解人类认知和情感、设计计算模型和感知界面至关重要。过去关于面部表情的研究主要集中在对六种基本类别(快乐、惊讶、愤怒、悲伤、恐惧和厌恶)的研究上。然而,还有许多其他的情感表达方式被人类经常使用。本文描述了一组重要的表情,我们称之为复合情感类别。复合情感是通过将基本组成类别组合在一起创建新类别的情感。例如,惊喜和愤怒的惊喜是两种不同的复合情感类别。本工作定义了 21 种不同的情感类别。它们的面部表情的样本图像从 230 位人类受试者中收集而来。面部动作编码系统分析表明,这些 21 种类别的产生虽然不同,但与它们所代表的下属类别一致(例如,惊喜的快乐表情结合了快乐和惊讶中观察到的肌肉运动)。我们表明,这些差异足以区分这 21 个定义的类别。然后,我们使用面部感知的计算模型来证明其中大多数类别彼此之间也是视觉上可区分的。