A face-house paradigm for architectural scene analysis

S. Chalup, Kenny Hong, Michael J. Ostwald
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引用次数: 10

Abstract

This interdisciplinary study proposes a method for architectural design analysis of house façades which is based on face detection and facial expression classification. The hypothesis is that abstract face expression features can occur in the architectural design of house façades and will potentially trigger emotional responses of observers. The approach used statistical learning with support vector machines for classification. In the computer experiments the system was trained using a specifically composed image data base consisting of human faces and smileys. Afterwards it was applied to a series of test images of human facial expressions and house façades. The experiments show how facial expression pattern associated with emotional states such as surprise, fear, happiness, sadness, anger, disgust, contempt or neutral could be recognised in both image data sets.
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建筑场景分析的脸屋范式
本跨学科研究提出了一种基于人脸检测和面部表情分类的住宅立面建筑设计分析方法。假设抽象的面部表情特征可能出现在房屋立面的建筑设计中,并可能引发观察者的情绪反应。该方法使用统计学习和支持向量机进行分类。在计算机实验中,系统使用由人脸和笑脸组成的特定图像数据库进行训练。然后将其应用于一系列人类面部表情和房屋外观的测试图像。实验展示了如何在两个图像数据集中识别与惊讶、恐惧、快乐、悲伤、愤怒、厌恶、蔑视或中性等情绪状态相关的面部表情模式。
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